library(readr)
library(lattice)
library(ggplot2)
library(ggridges)
library(ggvis)##
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## resolutionlibrary(ggthemes)
library(cowplot)##
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## theme_maplibrary(gapminder)
library(gganimate)## No renderer backend detected. gganimate will default to writing frames to separate files
## Consider installing:
## - the `gifski` package for gif output
## - the `av` package for video output
## and restarting the R session##
## Attaching package: 'gganimate'## The following object is masked from 'package:ggvis':
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## view_staticlibrary(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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library(gridExtra)##
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## combinelibrary(RColorBrewer)
layoff <- read_csv("/Users/parul/OneDrive/LAYOFF1.csv")## Rows: 1418 Columns: 17
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): Company, Location_HQ, Country, Continent, Industry, Stage, Money_Ra...
## dbl (9): ID, Laid_Off, Date_layoffs, Percentage, Company_Size_before_Layoffs...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.str(layoff[,7:10])## tibble [1,418 × 4] (S3: tbl_df/tbl/data.frame)
## $ Date_layoffs : num [1:1418] 45280 45279 45278 45278 45274 ...
## $ Percentage : num [1:1418] 15 20 10 10 24 29 15 11 33 100 ...
## $ Company_Size_before_Layoffs: num [1:1418] 1333 500 3500 1000 3750 ...
## $ Company_Size_after_layoffs : num [1:1418] 1133 400 3150 900 2850 ...attach(layoff[,7:10])#Get the Correlations between the measurements
cor(layoff[,7:10][-1])## Percentage Company_Size_before_Layoffs
## Percentage 1.0000000 -0.1101746
## Company_Size_before_Layoffs -0.1101746 1.0000000
## Company_Size_after_layoffs -0.1116057 0.9995833
## Company_Size_after_layoffs
## Percentage -0.1116057
## Company_Size_before_Layoffs 0.9995833
## Company_Size_after_layoffs 1.0000000# Using prcomp to compute the principal components (eigenvalues and eigenvectors). With scale=TRUE, variable means are set to zero, and variances set to one
layoff_pca <- prcomp(layoff[,7:10][,-1],scale=TRUE)
layoff_pca## Standard deviations (1, .., p=3):
## [1] 1.4225362 0.9879145 0.0203870
##
## Rotation (n x k) = (3 x 3):
## PC1 PC2 PC3
## Percentage 0.1514384 -0.9884662 0.001024988
## Company_Size_before_Layoffs -0.6988979 -0.1078082 -0.707049553
## Company_Size_after_layoffs -0.6990051 -0.1063581 0.707163262summary(layoff_pca)## Importance of components:
## PC1 PC2 PC3
## Standard deviation 1.4225 0.9879 0.02039
## Proportion of Variance 0.6745 0.3253 0.00014
## Cumulative Proportion 0.6745 0.9999 1.00000# Eigenvalues are sdev^2
(eigen_layoff <- layoff_pca$sdev^2)## [1] 2.0236093687 0.9759750016 0.0004156297names(eigen_layoff) <- paste("PC",1:3,sep="")
eigen_layoff## PC1 PC2 PC3
## 2.0236093687 0.9759750016 0.0004156297sumlambdas <- sum(eigen_layoff)
sumlambdas## [1] 3propvar <- eigen_layoff/sumlambdas
propvar## PC1 PC2 PC3
## 0.6745364562 0.3253250005 0.0001385432cumvar_layoff <- cumsum(propvar)
cumvar_layoff## PC1 PC2 PC3
## 0.6745365 0.9998615 1.0000000matlambdas <- rbind(eigen_layoff,propvar,cumvar_layoff)
rownames(matlambdas) <- c("Eigenvalues","Prop. variance","Cum. prop. variance")
round(matlambdas,4)## PC1 PC2 PC3
## Eigenvalues 2.0236 0.9760 4e-04
## Prop. variance 0.6745 0.3253 1e-04
## Cum. prop. variance 0.6745 0.9999 1e+00summary(layoff_pca)## Importance of components:
## PC1 PC2 PC3
## Standard deviation 1.4225 0.9879 0.02039
## Proportion of Variance 0.6745 0.3253 0.00014
## Cumulative Proportion 0.6745 0.9999 1.00000layoff_pca$rotation## PC1 PC2 PC3
## Percentage 0.1514384 -0.9884662 0.001024988
## Company_Size_before_Layoffs -0.6988979 -0.1078082 -0.707049553
## Company_Size_after_layoffs -0.6990051 -0.1063581 0.707163262print(layoff_pca)## Standard deviations (1, .., p=3):
## [1] 1.4225362 0.9879145 0.0203870
##
## Rotation (n x k) = (3 x 3):
## PC1 PC2 PC3
## Percentage 0.1514384 -0.9884662 0.001024988
## Company_Size_before_Layoffs -0.6988979 -0.1078082 -0.707049553
## Company_Size_after_layoffs -0.6990051 -0.1063581 0.707163262QUESTION : Decide how many Principal Components (PCs) you want to keep and why
ANSWER : The summary of PCA indicates the standard deviation and proportion of variance explained by each PC. In this case, the first PC (PC1) explains 67.45% of the variance, while the second PC (PC2) explains 32.53% of the variance. The cumulative proportion of variance explained by PC1 and PC2 is approximately 99.99%, indicating that these two PCs capture almost all of the variance in the data.
Based on these values, you could consider retaining two principal components (PCs) because:
PC1 and PC2 together explain almost all of the variance in the data (99.99% cumulative proportion of variance explained). Retaining only two PCs simplifies the analysis while still capturing the majority of the variability in the original data.
layoff_pca$x## PC1 PC2 PC3
## [1,] 8.741866e-02 0.351317149 -9.379621e-05
## [2,] 1.733845e-01 0.119674026 2.663482e-03
## [3,] -8.104742e-02 0.570320307 -3.309324e-03
## [4,] 6.856960e-02 0.593248583 2.601392e-03
## [5,] 2.337609e-02 -0.099184898 -2.017528e-02
## [6,] 2.434597e-01 -0.310260213 2.096875e-03
## [7,] 7.378512e-02 0.349227455 -1.021982e-03
## [8,] 1.401405e-02 0.535923894 -4.822935e-04
## [9,] 2.946350e-01 -0.498269315 5.660880e-03
## [10,] 7.619762e-01 -3.707233541 -1.696008e-02
## [11,] 7.833986e-01 -3.703929039 4.712191e-03
## [12,] -8.641905e-02 0.814319836 2.547992e-03
## [13,] 1.903800e-01 0.122279578 4.342448e-03
## [14,] -3.523376e-01 0.185981133 -3.518564e-02
## [15,] 3.132612e-01 -0.642306157 5.058924e-03
## [16,] -2.382298e-02 0.970802188 4.901103e-03
## [17,] -3.247451e-01 0.826769540 1.852886e-03
## [18,] 1.592215e-01 0.117502733 1.264344e-03
## [19,] 2.101696e-01 -0.119507385 2.016904e-03
## [20,] -6.902156e-01 0.917676853 1.105623e-02
## [21,] -1.085719e-01 0.859890011 3.340132e-03
## [22,] -3.503581e-01 0.529049412 -1.394861e-02
## [23,] 6.458137e-02 0.690565034 3.471157e-03
## [24,] -3.279044e-01 0.679388419 -5.144500e-03
## [25,] 1.308956e-01 0.113160145 -1.533931e-03
## [26,] 4.147206e-01 -1.312248334 4.717167e-03
## [27,] 1.677193e-01 0.118805509 2.103827e-03
## [28,] 1.648867e-01 0.118371250 1.824000e-03
## [29,] 1.393950e-01 0.261355887 2.074124e-03
## [30,] 7.725164e-01 -3.705607668 -6.296943e-03
## [31,] 2.746696e-02 0.635913825 1.741474e-03
## [32,] 2.562884e-01 -0.259328231 5.244944e-03
## [33,] 1.877074e-01 -0.122951764 -9.258715e-04
## [34,] 1.074700e-01 0.599209934 4.138178e-03
## [35,] -1.288722e+00 0.728046870 2.380998e-03
## [36,] -8.846585e-02 0.911934689 4.347510e-03
## [37,] 8.575101e-02 0.400025734 6.713603e-04
## [38,] 2.441169e-01 -0.261194890 3.403912e-03
## [39,] 1.960452e-01 0.123148096 4.902103e-03
## [40,] -4.832359e-02 0.820156751 3.011848e-03
## [41,] -6.541468e-03 0.826558528 3.520593e-03
## [42,] 1.456109e-01 0.409200469 4.406425e-03
## [43,] 1.943139e-01 -0.121938712 -6.034941e-05
## [44,] -1.685510e-01 0.361048809 -1.521205e-02
## [45,] 2.304780e-01 -0.361215979 -1.399799e-03
## [46,] 1.068141e-01 0.354290011 1.233299e-03
## [47,] 3.374921e-01 -0.834448221 3.860784e-03
## [48,] 3.227280e-01 -0.689818589 5.525462e-03
## [49,] 1.292811e-01 0.504625170 4.362099e-03
## [50,] -1.426321e-01 0.267090116 -1.813731e-02
## [51,] 1.104624e-01 0.599668500 4.256393e-03
## [52,] 2.482760e-01 -0.358486186 1.543429e-03
## [53,] 2.761504e-01 -0.501104819 2.216981e-03
## [54,] 4.130669e-02 0.735962354 3.322261e-03
## [55,] 8.034177e-02 0.741943673 4.219538e-03
## [56,] 2.052376e-01 -0.218192778 -1.089369e-03
## [57,] 1.044777e-01 0.598751369 4.019964e-03
## [58,] 1.521401e-01 0.116417086 5.647755e-04
## [59,] -1.029309e-01 0.909718533 4.323490e-03
## [60,] 1.903800e-01 0.122279578 4.342448e-03
## [61,] 1.030371e-01 0.647494244 4.303753e-03
## [62,] 6.856960e-02 0.593248583 2.601392e-03
## [63,] 3.440261e-01 -0.833445543 5.428725e-03
## [64,] 2.163357e-01 -0.118561869 2.824724e-03
## [65,] -8.703211e-02 0.569403176 -3.545753e-03
## [66,] 1.534135e-01 0.361432605 4.417635e-03
## [67,] 1.949122e-01 0.122974392 4.790172e-03
## [68,] 1.506491e-01 0.409972673 4.719651e-03
## [69,] 3.027882e-01 -0.594948048 4.414942e-03
## [70,] 1.875474e-01 0.121845320 4.062620e-03
## [71,] 1.014853e-01 0.598292803 3.901750e-03
## [72,] 3.061511e-01 -0.594432126 5.101945e-03
## [73,] 1.875474e-01 0.121845320 4.062620e-03
## [74,] -5.016248e-01 0.652769367 -9.129216e-03
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## [76,] 2.482760e-01 -0.358486186 1.543429e-03
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## [84,] 1.494335e-01 0.164966420 1.248588e-03
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## [86,] -6.197556e-01 0.732603033 -3.945985e-03
## [87,] 3.746589e-02 0.196766516 -7.562811e-03
## [88,] 6.856960e-02 0.593248583 2.601392e-03
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## [97,] 5.970115e-01 -2.508403711 3.515392e-03
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## [99,] -7.923405e-02 0.864384933 3.541973e-03
## [100,] 2.678978e-01 -0.355476653 4.780372e-03
## [101,] 1.124243e-01 0.648932746 4.620865e-03
## [102,] 2.393455e-01 -0.359855911 7.224909e-05
## [103,] 2.480618e-01 -0.407483775 1.027615e-04
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## [107,] 3.797401e-02 0.784415440 3.695866e-03
## [108,] 1.612813e-01 -0.127003975 -4.387960e-03
## [109,] 1.762171e-01 0.120108285 2.943310e-03
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## [119,] 7.865078e-01 -3.703449430 7.857658e-03
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## [122,] 2.446912e-01 -0.359036007 9.551307e-04
## [123,] 1.262095e-01 0.357262872 2.560395e-03
## [124,] 7.879380e-01 -3.703228810 9.304573e-03
## [125,] -2.232864e-01 0.303693420 -2.132212e-02
## [126,] 1.130484e-01 0.355245576 1.657588e-03
## [127,] 1.164470e-01 0.600585631 4.492821e-03
## [128,] 1.140532e-01 0.600218779 4.398250e-03
## [129,] 1.167327e-01 0.110988852 -2.933069e-03
## [130,] 9.475488e-02 0.352441622 4.109688e-04
## [131,] 1.514929e-01 0.361138216 4.284665e-03
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## [141,] 1.881140e-01 0.121932171 4.118586e-03
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## [1318,] 1.771602e-01 0.022324394 1.190871e-03
## [1319,] 2.163357e-01 -0.118561869 2.824724e-03
## [1320,] 1.762171e-01 0.120108285 2.943310e-03
## [1321,] 1.559855e-01 0.263899024 3.407956e-03
## [1322,] 2.634011e-01 -0.356166344 4.045216e-03
## [1323,] 2.253646e-01 -0.117177364 4.007604e-03
## [1324,] 1.906633e-01 0.122323004 4.370430e-03
## [1325,] 1.838996e-01 0.170250119 4.440565e-03
## [1326,] 1.534135e-01 0.361432605 4.417635e-03
## [1327,] 8.642230e-02 0.742875388 4.358999e-03
## [1328,] 1.003477e-01 0.745009162 4.677394e-03
## [1329,] 9.298633e-02 0.792844628 4.660109e-03
## [1330,] 1.021120e-01 0.745279505 4.716868e-03
## [1331,] 1.733845e-01 0.119674026 2.663482e-03
## [1332,] 1.174395e-01 0.502810354 3.759951e-03
## [1333,] 2.271263e-01 -0.116907216 4.238410e-03
## [1334,] 1.875474e-01 0.121845320 4.062620e-03
## [1335,] 1.295575e-01 0.455703796 3.934925e-03
## [1336,] 9.100385e-02 0.645650259 3.895541e-03
## [1337,] 1.050216e-01 0.647798355 4.372077e-03
## [1338,] 1.960452e-01 0.123148096 4.902103e-03
## [1339,] 1.968950e-01 0.123278373 4.986051e-03
## [1340,] 2.350541e-01 -0.115691553 5.277037e-03
## [1341,] 3.471360e-01 -0.832968316 6.182976e-03
## [1342,] 7.596405e-02 0.202668096 -4.235052e-03
## [1343,] 2.375846e-01 -0.360125993 -2.223341e-04
## [1344,] 3.320073e-01 -0.884255143 6.434844e-04
## [1345,] 2.557599e-01 -0.357338320 2.779463e-03
## [1346,] 3.172916e-01 -0.690652685 4.356885e-03
## [1347,] 5.819039e-02 0.885440089 4.487437e-03
## [1348,] 1.556243e-01 0.410735220 5.033744e-03
## [1349,] 2.304780e-01 -0.361215979 -1.399799e-03
## [1350,] 2.119313e-01 -0.119237238 2.247709e-03
## [1351,] 1.790497e-01 0.120542543 3.223137e-03
## [1352,] 2.625522e-01 -0.356296556 3.897491e-03
## [1353,] 2.659167e-01 -0.355780503 4.456938e-03
## [1354,] 1.003911e-01 0.647088762 4.212653e-03
## [1355,] 6.035458e-01 -2.507398588 7.410771e-03
## [1356,] 4.207452e-01 -1.311323308 6.674715e-03
## [1357,] 2.890680e-01 -0.792913614 -5.634205e-03
## [1358,] 7.875338e-01 -3.703291159 8.895663e-03
## [1359,] 3.980590e-01 -1.314806609 -6.966772e-04
## [1360,] 6.590556e-01 -2.988540336 -5.430345e-03
## [1361,] 2.026805e-01 -0.365479479 -5.990783e-03
## [1362,] 7.802894e-01 -3.704408647 1.566724e-03
## [1363,] 1.080189e-01 0.272867710 -1.265575e-04
## [1364,] 2.097291e-01 -0.119574922 1.959202e-03
## [1365,] 2.523954e-01 -0.357854374 2.220016e-03
## [1366,] 2.163357e-01 -0.118561869 2.824724e-03
## [1367,] 1.733845e-01 0.119674026 2.663482e-03
## [1368,] 2.611056e-01 -0.356518417 3.662345e-03
## [1369,] 1.002884e-01 0.598109377 3.854464e-03
## [1370,] 1.932126e-01 0.122713837 4.622275e-03
## [1371,] 1.932126e-01 0.122713837 4.622275e-03
## [1372,] 3.980590e-01 -1.314806609 -6.966772e-04
## [1373,] 9.849300e-02 0.597834238 3.783535e-03
## [1374,] 1.002884e-01 0.598109377 3.854464e-03
## [1375,] 6.026700e-01 -2.507533270 6.912704e-03
## [1376,] 1.951954e-01 0.123017818 4.818155e-03
## [1377,] 7.876582e-01 -3.703271975 9.021481e-03
## [1378,] 1.722922e-01 -0.125315554 -2.945423e-03
## [1379,] 2.101686e-01 -0.021578894 4.011432e-03
## [1380,] 2.502812e-01 -0.260249505 4.339288e-03
## [1381,] 6.022011e-01 -2.507605407 6.632216e-03
## [1382,] 2.164617e-01 -0.020613998 4.753739e-03
## [1383,] 7.702278e-02 0.839362082 4.538082e-03
## [1384,] 2.333659e-01 -0.507667931 -5.770409e-03
## [1385,] 5.407764e-01 -2.125311332 5.094097e-03
## [1386,] 2.607282e-01 -0.356576296 3.603776e-03
## [1387,] 1.944010e-02 0.340897648 -4.737329e-03
## [1388,] 1.393303e-01 0.212381820 1.237171e-03
## [1389,] 4.130262e-01 -1.312508498 4.166607e-03
## [1390,] 2.066771e-01 0.026849951 4.482873e-03
## [1391,] 3.457853e-01 -0.833175592 5.850862e-03
## [1392,] 1.746538e-01 0.266760662 4.904477e-03
## [1393,] 2.354946e-01 -0.115624016 5.334738e-03
## [1394,] 7.480188e-01 -3.611443620 -1.531540e-02
## [1395,] 4.187684e-01 -1.311626832 6.032395e-03
## [1396,] 4.168857e-01 -1.311915903 5.420661e-03
## [1397,] 2.005774e-01 0.123842910 5.349827e-03
## [1398,] 1.832650e-01 0.023260383 1.872005e-03
## [1399,] 7.875649e-01 -3.703286363 8.927117e-03
## [1400,] 1.236287e-01 0.601686188 4.776536e-03
## [1401,] 6.045148e-01 -2.507249517 8.003202e-03
## [1402,] 3.457853e-01 -0.833175592 5.850862e-03
## [1403,] 1.221119e-01 0.258706582 6.860623e-04
## [1404,] -6.184133e-02 0.818085587 2.847254e-03
## [1405,] -3.111919e-02 0.822792776 3.221331e-03
## [1406,] 1.231963e-01 0.454728850 3.576150e-03
## [1407,] -1.176088e+01 -0.755362341 1.353533e-01
## [1408,] 1.263959e-01 0.438897964 3.582270e-03
## [1409,] 2.375396e-01 -0.604958117 -8.715106e-03
## [1410,] 1.434959e-02 0.829759416 3.774965e-03
## [1411,] 1.062731e-01 0.599026508 4.090893e-03
## [1412,] 6.899906e-02 0.887096113 4.561799e-03
## [1413,] -1.580339e-01 -0.175968190 -4.622153e-02
## [1414,] 5.412462e-01 -2.125239129 5.310808e-03
## [1415,] 1.559855e-01 0.263899024 3.407956e-03
## [1416,] 8.763326e-02 0.645133749 3.782534e-03
## [1417,] 1.534135e-01 0.361432605 4.417635e-03
## [1418,] 7.818440e-01 -3.704168843 3.139458e-03QUESTION : Explain the variate representation each PCs
ANSWER 2 :
PC1: The first principal component is primarily characterized by a positive loading for the variable “Percentage” (0.1514), indicating a positive correlation between this variable and PC1. The other two variables, “Company_Size_before_Layoffs” and “Company_Size_after_layoffs,” have negative loadings, indicating a negative correlation with PC1.
PC2: The second principal component has a strong negative loading for the variable “Percentage” (-0.9885), indicating a strong negative correlation between this variable and PC2. The other variables have relatively smaller loadings, with both “Company_Size_before_Layoffs” and “Company_Size_after_layoffs” having negative loadings.
PC3: The third principal component has very small loadings for all variables, suggesting that it explains very little variance in the original data compared to PC1 and PC2. The variable “Percentage” has a slightly positive loading, while the other variables have negligible loadings.
In summary, PC1 captures the overall variation in the data related to the “Percentage” variable, while PC2 captures the variation mostly in “Company_Size_before_Layoffs” and “Company_Size_after_layoffs,” with an emphasis on the negative correlation with “Percentage.” PC3 contributes very little to the overall variance explained by the principal components and may not be meaningful for interpretation based on the provided rotation matrix.
layofftyp_pca <- cbind(data.frame(layoff$Laid_Off_Yes_No),layoff_pca$x)
layofftyp_pca## layoff.Laid_Off_Yes_No PC1 PC2 PC3
## 1 Yes 8.741866e-02 0.351317149 -9.379621e-05
## 2 No 1.733845e-01 0.119674026 2.663482e-03
## 3 Yes -8.104742e-02 0.570320307 -3.309324e-03
## 4 No 6.856960e-02 0.593248583 2.601392e-03
## 5 Yes 2.337609e-02 -0.099184898 -2.017528e-02
## 6 No 2.434597e-01 -0.310260213 2.096875e-03
## 7 Yes 7.378512e-02 0.349227455 -1.021982e-03
## 8 Yes 1.401405e-02 0.535923894 -4.822935e-04
## 9 No 2.946350e-01 -0.498269315 5.660880e-03
## 10 Yes 7.619762e-01 -3.707233541 -1.696008e-02
## 11 No 7.833986e-01 -3.703929039 4.712191e-03
## 12 No -8.641905e-02 0.814319836 2.547992e-03
## 13 No 1.903800e-01 0.122279578 4.342448e-03
## 14 Yes -3.523376e-01 0.185981133 -3.518564e-02
## 15 No 3.132612e-01 -0.642306157 5.058924e-03
## 16 No -2.382298e-02 0.970802188 4.901103e-03
## 17 Yes -3.247451e-01 0.826769540 1.852886e-03
## 18 No 1.592215e-01 0.117502733 1.264344e-03
## 19 No 2.101696e-01 -0.119507385 2.016904e-03
## 20 No -6.902156e-01 0.917676853 1.105623e-02
## 21 No -1.085719e-01 0.859890011 3.340132e-03
## 22 Yes -3.503581e-01 0.529049412 -1.394861e-02
## 23 No 6.458137e-02 0.690565034 3.471157e-03
## 24 Yes -3.279044e-01 0.679388419 -5.144500e-03
## 25 Yes 1.308956e-01 0.113160145 -1.533931e-03
## 26 No 4.147206e-01 -1.312248334 4.717167e-03
## 27 No 1.677193e-01 0.118805509 2.103827e-03
## 28 No 1.648867e-01 0.118371250 1.824000e-03
## 29 No 1.393950e-01 0.261355887 2.074124e-03
## 30 Yes 7.725164e-01 -3.705607668 -6.296943e-03
## 31 No 2.746696e-02 0.635913825 1.741474e-03
## 32 No 2.562884e-01 -0.259328231 5.244944e-03
## 33 Yes 1.877074e-01 -0.122951764 -9.258715e-04
## 34 No 1.074700e-01 0.599209934 4.138178e-03
## 35 Yes -1.288722e+00 0.728046870 2.380998e-03
## 36 No -8.846585e-02 0.911934689 4.347510e-03
## 37 No 8.575101e-02 0.400025734 6.713603e-04
## 38 No 2.441169e-01 -0.261194890 3.403912e-03
## 39 No 1.960452e-01 0.123148096 4.902103e-03
## 40 No -4.832359e-02 0.820156751 3.011848e-03
## 41 No -6.541468e-03 0.826558528 3.520593e-03
## 42 No 1.456109e-01 0.409200469 4.406425e-03
## 43 Yes 1.943139e-01 -0.121938712 -6.034941e-05
## 44 Yes -1.685510e-01 0.361048809 -1.521205e-02
## 45 Yes 2.304780e-01 -0.361215979 -1.399799e-03
## 46 No 1.068141e-01 0.354290011 1.233299e-03
## 47 No 3.374921e-01 -0.834448221 3.860784e-03
## 48 No 3.227280e-01 -0.689818589 5.525462e-03
## 49 No 1.292811e-01 0.504625170 4.362099e-03
## 50 Yes -1.426321e-01 0.267090116 -1.813731e-02
## 51 No 1.104624e-01 0.599668500 4.256393e-03
## 52 No 2.482760e-01 -0.358486186 1.543429e-03
## 53 No 2.761504e-01 -0.501104819 2.216981e-03
## 54 No 4.130669e-02 0.735962354 3.322261e-03
## 55 No 8.034177e-02 0.741943673 4.219538e-03
## 56 Yes 2.052376e-01 -0.218192778 -1.089369e-03
## 57 No 1.044777e-01 0.598751369 4.019964e-03
## 58 No 1.521401e-01 0.116417086 5.647755e-04
## 59 No -1.029309e-01 0.909718533 4.323490e-03
## 60 No 1.903800e-01 0.122279578 4.342448e-03
## 61 No 1.030371e-01 0.647494244 4.303753e-03
## 62 No 6.856960e-02 0.593248583 2.601392e-03
## 63 No 3.440261e-01 -0.833445543 5.428725e-03
## 64 No 2.163357e-01 -0.118561869 2.824724e-03
## 65 Yes -8.703211e-02 0.569403176 -3.545753e-03
## 66 No 1.534135e-01 0.361432605 4.417635e-03
## 67 No 1.949122e-01 0.122974392 4.790172e-03
## 68 No 1.506491e-01 0.409972673 4.719651e-03
## 69 No 3.027882e-01 -0.594948048 4.414942e-03
## 70 No 1.875474e-01 0.121845320 4.062620e-03
## 71 No 1.014853e-01 0.598292803 3.901750e-03
## 72 No 3.061511e-01 -0.594432126 5.101945e-03
## 73 No 1.875474e-01 0.121845320 4.062620e-03
## 74 Yes -5.016248e-01 0.652769367 -9.129216e-03
## 75 No 6.053405e-02 0.934762542 4.591592e-03
## 76 No 2.482760e-01 -0.358486186 1.543429e-03
## 77 No 1.819436e-01 0.072022051 2.664276e-03
## 78 No -2.497476e-02 0.823734214 3.296146e-03
## 79 Yes -1.217130e+00 0.347248186 -5.606479e-02
## 80 Yes 2.519445e-01 -0.504817974 -2.295923e-03
## 81 No 2.145033e-02 0.634991833 1.537368e-03
## 82 No 3.027882e-01 -0.594948048 4.414942e-03
## 83 Yes 4.856476e-02 0.345361769 -2.747119e-03
## 84 No 1.494335e-01 0.164966420 1.248588e-03
## 85 No 7.858860e-01 -3.703545352 7.228565e-03
## 86 Yes -6.197556e-01 0.732603033 -3.945985e-03
## 87 Yes 3.746589e-02 0.196766516 -7.562811e-03
## 88 No 6.856960e-02 0.593248583 2.601392e-03
## 89 No 9.735229e-02 0.548695669 3.280225e-03
## 90 No 6.994503e-02 0.740350586 3.980091e-03
## 91 No 2.730850e-02 0.880708593 4.274973e-03
## 92 Yes -2.768964e-01 0.785135264 2.287145e-04
## 93 Yes -5.112402e-02 0.574905962 -2.127181e-03
## 94 No 1.361867e-01 0.309828157 2.573548e-03
## 95 No 1.647648e-01 0.216280818 3.437600e-03
## 96 No 6.990540e-02 0.691380859 3.621034e-03
## 97 No 5.970115e-01 -2.508403711 3.515392e-03
## 98 No 5.839564e-02 0.591689460 2.199464e-03
## 99 No -7.923405e-02 0.864384933 3.541973e-03
## 100 No 2.678978e-01 -0.355476653 4.780372e-03
## 101 No 1.124243e-01 0.648932746 4.620865e-03
## 102 Yes 2.393455e-01 -0.359855911 7.224909e-05
## 103 Yes 2.480618e-01 -0.407483775 1.027615e-04
## 104 Yes 5.213362e-01 -2.128299753 -4.617546e-03
## 105 Yes 2.651879e-01 -0.551751416 -1.435023e-03
## 106 No 2.485514e-01 -0.260514791 4.076159e-03
## 107 No 3.797401e-02 0.784415440 3.695866e-03
## 108 Yes 1.612813e-01 -0.127003975 -4.387960e-03
## 109 No 1.762171e-01 0.120108285 2.943310e-03
## 110 No 9.250832e-02 0.596917107 3.547107e-03
## 111 No 1.471793e-01 0.360477040 3.993346e-03
## 112 No 2.155800e-01 -0.069713415 3.736738e-03
## 113 No 4.818249e-02 0.785979620 3.874141e-03
## 114 No 2.850101e-01 -0.450781060 5.228401e-03
## 115 No 2.218411e-01 -0.117717659 3.545992e-03
## 116 No 2.609925e-02 0.978450364 4.723883e-03
## 117 No 1.762009e-02 0.781296738 3.338450e-03
## 118 No 8.034177e-02 0.741943673 4.219538e-03
## 119 No 7.865078e-01 -3.703449430 7.857658e-03
## 120 No 1.277310e-01 0.455423860 3.832542e-03
## 121 Yes -4.944328e-03 0.484054030 -2.461954e-03
## 122 No 2.446912e-01 -0.359036007 9.551307e-04
## 123 No 1.262095e-01 0.357262872 2.560395e-03
## 124 No 7.879380e-01 -3.703228810 9.304573e-03
## 125 Yes -2.232864e-01 0.303693420 -2.132212e-02
## 126 No 1.130484e-01 0.355245576 1.657588e-03
## 127 No 1.164470e-01 0.600585631 4.492821e-03
## 128 No 1.140532e-01 0.600218779 4.398250e-03
## 129 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 130 No 9.475488e-02 0.352441622 4.109688e-04
## 131 No 1.514929e-01 0.361138216 4.284665e-03
## 132 No 2.700361e-01 -0.355148691 5.133525e-03
## 133 No 7.455428e-02 0.594165714 2.837821e-03
## 134 No 1.912298e-01 0.122409856 4.426396e-03
## 135 Yes -2.419296e-02 0.579033052 -1.063252e-03
## 136 No -2.387787e-02 0.725974174 1.828535e-03
## 137 No 5.490283e-02 0.835972906 4.268747e-03
## 138 Yes -1.196876e+00 0.840246048 1.548089e-02
## 139 No 3.435235e-01 -0.833522672 5.308114e-03
## 140 Yes -4.054173e-01 0.471645082 -1.941657e-02
## 141 No 1.881140e-01 0.121932171 4.118586e-03
## 142 No 6.334780e-01 -2.747633671 3.128263e-03
## 143 No 1.300299e-01 0.455776194 3.960304e-03
## 144 No 2.810859e-01 -0.500347721 3.137394e-03
## 145 No 7.133036e-01 -3.225032023 7.711052e-03
## 146 Yes 7.600796e-01 -3.707526103 -1.887881e-02
## 147 No -6.486919e-03 0.728638976 2.226746e-03
## 148 No 2.074941e-01 -0.070953255 2.732170e-03
## 149 No 9.193498e-02 0.547865455 3.035984e-03
## 150 Yes 9.710870e-03 0.339406388 -5.400443e-03
## 151 No 1.289118e-01 0.259748934 1.230094e-03
## 152 No 9.375638e-02 0.499180720 2.555656e-03
## 153 No -3.908758e-02 0.870535877 3.818176e-03
## 154 No 3.382460e-01 -0.834332527 4.041700e-03
## 155 No 2.926677e-01 -0.596500678 2.386258e-03
## 156 No 7.096943e-02 0.642580170 3.214898e-03
## 157 No 9.250832e-02 0.596917107 3.547107e-03
## 158 No 6.657743e-02 0.495015327 1.176312e-03
## 159 No 1.107184e-01 0.354888446 1.498371e-03
## 160 No 7.693880e-02 0.496603292 1.703191e-03
## 161 No -1.883033e-02 0.824675652 3.370962e-03
## 162 No 2.409379e-01 -0.212717954 4.062346e-03
## 163 No 8.763326e-02 0.645133749 3.782534e-03
## 164 Yes -5.164216e-01 0.895334794 6.263282e-03
## 165 No -1.712226e-01 0.899255767 4.211619e-03
## 166 No 7.455428e-02 0.594165714 2.837821e-03
## 167 Yes -1.281856e-01 0.661026399 -2.004871e-03
## 168 Yes 1.252304e-01 0.112291628 -2.093586e-03
## 169 No 2.163357e-01 -0.118561869 2.824724e-03
## 170 No 2.678978e-01 -0.355476653 4.780372e-03
## 171 No 9.712401e-02 0.695551701 4.394059e-03
## 172 No 1.677193e-01 0.118805509 2.103827e-03
## 173 No 8.915184e-02 0.400546975 8.795987e-04
## 174 No 5.061556e-02 0.590497190 1.892106e-03
## 175 No 2.616402e-01 -0.356436426 3.750633e-03
## 176 No 5.823169e-02 0.493736271 7.492120e-04
## 177 No 1.361867e-01 0.309828157 2.573548e-03
## 178 No 5.431838e-02 0.737956127 3.621353e-03
## 179 No 1.313780e-01 0.407018996 3.518374e-03
## 180 No 1.044777e-01 0.598751369 4.019964e-03
## 181 Yes 1.572932e-01 -0.176580359 -6.414322e-03
## 182 No -1.601433e-02 0.923034781 4.465872e-03
## 183 Yes 2.144410e-01 -0.363675691 -4.048444e-03
## 184 No 2.879533e-01 -0.597223942 1.430919e-03
## 185 Yes 4.392696e-04 0.533843530 -1.092461e-03
## 186 No 2.067704e-01 -0.022099939 3.611862e-03
## 187 No 3.797401e-02 0.784415440 3.695866e-03
## 188 No 9.370526e-02 0.597100533 3.594393e-03
## 189 Yes -5.230489e-01 0.845353451 3.635602e-03
## 190 No 1.159171e-01 0.404649300 2.551582e-03
## 191 No 1.762009e-02 0.781296738 3.338450e-03
## 192 Yes -1.021132e+00 0.720074308 -2.938173e-03
## 193 Yes 1.788987e-01 -0.124302501 -2.079901e-03
## 194 Yes 6.761389e-02 0.348281547 -1.447139e-03
## 195 Yes -4.497857e-01 0.024137111 -5.889858e-02
## 196 Yes -2.620773e-01 0.297747697 -2.397631e-02
## 197 No 2.922143e-01 -0.498640637 5.215968e-03
## 198 No 1.104624e-01 0.599668500 4.256393e-03
## 199 No 2.565086e-01 -0.259294462 5.273795e-03
## 200 Yes -3.398859e-01 0.628586519 -8.017289e-03
## 201 No 1.118834e-01 0.355067011 1.577980e-03
## 202 No 8.652364e-02 0.595999976 3.310678e-03
## 203 No 2.858642e-01 -0.499614734 4.028087e-03
## 204 No 1.404534e-01 0.457373751 4.550093e-03
## 205 No 1.277310e-01 0.455423860 3.832542e-03
## 206 No 9.331213e-02 0.694967589 4.287128e-03
## 207 Yes 2.168936e-01 -0.363299507 -3.635854e-03
## 208 No -2.519073e-02 0.872665050 3.913785e-03
## 209 Yes -8.637892e-03 0.287629086 -8.185566e-03
## 210 Yes -3.741882e-02 0.528041689 -2.803012e-03
## 211 No 7.080119e-02 0.544626654 2.083533e-03
## 212 No 9.375638e-02 0.499180720 2.555656e-03
## 213 No 1.542582e-01 0.312598212 3.918871e-03
## 214 No 1.889637e-01 0.122062449 4.202534e-03
## 215 No 1.397540e-01 0.408302784 4.040706e-03
## 216 No 2.622974e-01 -0.307371104 5.057670e-03
## 217 No 2.922143e-01 -0.498640637 5.215968e-03
## 218 No 4.107670e-01 -1.312855383 3.432526e-03
## 219 No 2.625522e-01 -0.356296556 3.897491e-03
## 220 Yes -6.569392e-01 -0.987047986 -2.347677e-01
## 221 No 1.322657e-01 0.456118870 4.088934e-03
## 222 Yes 2.001567e-02 -0.197631627 -2.531180e-02
## 223 No 7.163094e-02 0.642681541 3.237673e-03
## 224 No 9.516422e-02 0.352504362 4.372156e-04
## 225 No 2.611056e-01 -0.356518417 3.662345e-03
## 226 No 1.257852e-01 0.504089410 4.187052e-03
## 227 No 6.138798e-02 0.592148026 2.317678e-03
## 228 Yes 7.381973e-02 0.006480118 -1.033070e-02
## 229 No 6.092070e-02 0.641040297 2.875011e-03
## 230 No 1.103768e-01 0.648618977 4.553409e-03
## 231 No 1.336088e-01 0.358397002 3.064292e-03
## 232 No -9.051428e-02 0.911620854 4.343830e-03
## 233 No 2.346137e-01 -0.115759090 5.219335e-03
## 234 No 1.804660e-01 0.120759673 3.363051e-03
## 235 No 1.739612e-01 0.266654496 4.850247e-03
## 236 No 3.357329e-01 -0.834718172 3.438646e-03
## 237 Yes -3.787885e-01 0.818489422 1.481074e-03
## 238 Yes 7.756256e-01 -3.705128060 -3.151476e-03
## 239 Yes -2.259231e-01 0.841910327 2.532770e-03
## 240 No 3.382460e-01 -0.834332527 4.041700e-03
## 241 No 2.284476e-01 -0.116704606 4.411515e-03
## 242 No 7.970282e-02 0.692882168 3.900616e-03
## 243 No 3.249276e-01 -0.689481100 6.005302e-03
## 244 No 2.053248e-01 -0.120250290 1.382187e-03
## 245 No 7.231959e-01 -3.321447198 3.699254e-03
## 246 No 1.733845e-01 0.119674026 2.663482e-03
## 247 Yes 2.215475e-01 -0.362585705 -2.870979e-03
## 248 No 1.055298e-01 0.452021210 2.575960e-03
## 249 No 1.596653e-01 0.215499087 2.997688e-03
## 250 No 1.974615e-01 0.123365225 5.042017e-03
## 251 No 1.825422e-01 -0.025814792 7.571675e-04
## 252 No 1.097932e-01 0.550602264 3.842238e-03
## 253 No 1.356742e-01 0.505604977 4.688552e-03
## 254 No 3.753067e-01 -1.073471100 3.997100e-03
## 255 Yes -1.046295e-01 0.762565209 1.195689e-03
## 256 No 5.996378e-01 -2.507999730 5.073370e-03
## 257 No 2.341733e-01 -0.115826627 5.161634e-03
## 258 No 1.584828e-01 0.362209605 4.762315e-03
## 259 Yes -6.955236e-01 0.672026265 -9.160700e-03
## 260 No 2.559110e-01 -0.259386110 5.186375e-03
## 261 Yes -2.267015e-01 0.156270961 -3.038836e-02
## 262 No 2.896995e-01 -0.499026413 4.740468e-03
## 263 No 2.361552e-01 -0.115522711 5.421290e-03
## 264 Yes -6.892810e-01 0.232267483 -5.316547e-02
## 265 No 1.107184e-01 0.354888446 1.498371e-03
## 266 No 1.579104e-01 0.313158018 4.187415e-03
## 267 No 5.061556e-02 0.590497190 1.892106e-03
## 268 No 8.053896e-02 0.595082845 3.074250e-03
## 269 No 6.127858e-02 0.885913239 4.508683e-03
## 270 Yes -2.435288e+01 -2.770980992 5.392716e-02
## 271 No -2.422327e-01 0.937341422 5.676442e-03
## 272 No 2.273465e-01 -0.116873448 4.267261e-03
## 273 No -2.859147e-01 0.930649268 5.831510e-03
## 274 No 1.487536e-01 0.360718345 4.099201e-03
## 275 No 1.983399e-01 0.074535825 4.383376e-03
## 276 No 2.650048e-01 -0.355920373 4.310081e-03
## 277 No 2.313105e-01 -0.116265616 4.786574e-03
## 278 No 2.705707e-01 -0.355066701 5.221813e-03
## 279 Yes -4.166638e+00 -0.231364739 -2.541868e-01
## 280 No 6.856960e-02 0.593248583 2.601392e-03
## 281 No 1.804660e-01 0.120759673 3.363051e-03
## 282 No 1.368256e-01 0.407853941 3.857846e-03
## 283 No 2.723316e-01 -0.354796619 5.516396e-03
## 284 Yes -1.455786e-01 0.315604181 -1.601547e-02
## 285 No -2.422327e-01 0.937341422 5.676442e-03
## 286 No 1.487536e-01 0.360718345 4.099201e-03
## 287 Yes 4.856476e-02 0.345361769 -2.747119e-03
## 288 No 1.340181e-01 0.358459743 3.090539e-03
## 289 Yes -5.226736e-01 0.747477751 -2.763902e-03
## 290 Yes -2.454084e-01 0.643063780 -5.332740e-03
## 291 Yes 3.301060e-02 0.342977685 -3.808275e-03
## 292 Yes 5.547881e-01 -2.270058973 7.935099e-04
## 293 No -2.891808e-01 0.881183717 4.018387e-03
## 294 No 1.194939e-01 0.552088923 4.282565e-03
## 295 No 1.212348e-01 0.601319336 4.681964e-03
## 296 Yes -6.876074e-01 0.771174463 -6.435640e-04
## 297 Yes -2.625773e-01 0.738363879 -1.571465e-03
## 298 Yes -4.429308e-02 0.673881666 3.790567e-04
## 299 Yes 1.450586e-01 0.115331439 -1.347934e-04
## 300 No 1.159171e-01 0.404649300 2.551582e-03
## 301 No 5.327180e-02 0.688832012 3.148629e-03
## 302 Yes 5.438970e-02 0.346254593 -2.349078e-03
## 303 No 2.097291e-01 -0.119574922 1.959202e-03
## 304 No -1.642293e-01 0.949291696 5.399535e-03
## 305 No 4.562291e-02 0.736623726 3.422248e-03
## 306 No 2.341733e-01 -0.115826627 5.161634e-03
## 307 Yes 8.722789e-03 0.584077273 2.371057e-04
## 308 Yes -6.312859e+00 -0.286681547 -1.776534e-01
## 309 No 2.648891e-01 -0.453867461 1.615738e-03
## 310 Yes 5.478419e-01 -2.271127033 -2.936784e-03
## 311 No 1.733845e-01 0.119674026 2.663482e-03
## 312 No 2.267621e-02 0.879998869 4.243104e-03
## 313 Yes 2.393455e-01 -0.359855911 7.224909e-05
## 314 No 5.490283e-02 0.835972906 4.268747e-03
## 315 No 2.587730e-01 -0.258947186 5.625212e-03
## 316 Yes -2.857557e+00 0.389731379 -3.119376e-02
## 317 No 2.810859e-01 -0.500347721 3.137394e-03
## 318 Yes -2.785419e-01 0.540054984 -1.111147e-02
## 319 Yes 8.840674e-02 0.106646265 -5.731345e-03
## 320 Yes -9.337865e-02 0.715324622 2.348226e-04
## 321 No -9.877104e-02 0.910355859 4.329981e-03
## 322 Yes -2.778585e-01 0.736022437 -1.839311e-03
## 323 Yes -5.336595e-02 0.672491386 1.213817e-04
## 324 Yes -1.928003e-02 0.628750285 1.533081e-04
## 325 Yes 2.752579e-02 0.537994600 1.287416e-04
## 326 No -6.996948e-02 0.865804381 3.605712e-03
## 327 No 7.861969e-01 -3.703497391 7.543112e-03
## 328 Yes -3.286339e-01 0.189612333 -3.551200e-02
## 329 No 2.073068e-01 -0.119946375 1.641844e-03
## 330 No 3.261121e-02 0.734629953 3.123156e-03
## 331 Yes -5.908804e-02 0.524720833 -3.779974e-03
## 332 No 1.733845e-01 0.119674026 2.663482e-03
## 333 No 5.801490e-01 -2.364094146 6.548037e-03
## 334 Yes -2.515043e-01 0.054535220 -3.931065e-02
## 335 Yes 1.937248e-01 -0.513748824 -1.316342e-02
## 336 Yes -1.129001e-01 0.614403889 -3.021288e-03
## 337 Yes 2.798129e-01 -0.598472786 -2.105539e-04
## 338 No 3.565385e-02 0.588204362 1.301035e-03
## 339 No -6.486919e-03 0.728638976 2.226746e-03
## 340 No 1.105109e-01 0.501748491 3.408988e-03
## 341 No 1.189585e-01 0.552006867 4.258054e-03
## 342 Yes -2.869608e-01 0.636696489 -6.514184e-03
## 343 Yes 4.442991e-02 0.148869223 -8.464655e-03
## 344 No -6.307022e-02 0.817897300 2.832291e-03
## 345 No 3.692743e-02 0.735291325 3.223142e-03
## 346 No 9.028784e-02 0.694504162 4.201236e-03
## 347 No 2.330722e-01 -0.115995469 5.017380e-03
## 348 Yes -3.397851e-01 0.285836935 -2.928296e-02
## 349 Yes -6.876074e-01 0.771174463 -6.435640e-04
## 350 Yes -2.066609e-02 0.628537886 1.086263e-04
## 351 No 6.856960e-02 0.593248583 2.601392e-03
## 352 No 7.854818e-01 -3.703607701 6.819654e-03
## 353 No 1.030371e-01 0.647494244 4.303753e-03
## 354 Yes -1.541840e-01 0.706007471 -1.159784e-03
## 355 No 2.273465e-01 -0.116873448 4.267261e-03
## 356 No 2.339531e-01 -0.115860395 5.132783e-03
## 357 No 1.301138e-01 0.357861308 2.825467e-03
## 358 No 1.765003e-01 0.120151711 2.971293e-03
## 359 Yes -2.768964e-01 0.785135264 2.287145e-04
## 360 No 3.059194e-03 0.730101720 2.446023e-03
## 361 No 6.856960e-02 0.593248583 2.601392e-03
## 362 Yes -4.173908e-01 0.812575052 1.215494e-03
## 363 No -1.317333e-01 0.856341390 3.180785e-03
## 364 No 7.455428e-02 0.594165714 2.837821e-03
## 365 No 2.495264e-01 -0.260365264 4.222149e-03
## 366 No 3.769843e-02 0.833336880 4.059264e-03
## 367 No 2.744397e-02 0.929692905 4.537062e-03
## 368 No 1.182424e-01 0.600860770 4.563750e-03
## 369 Yes -1.630839e+00 0.479740702 -3.502943e-02
## 370 Yes -1.009347e+00 0.770849094 2.838654e-03
## 371 Yes -3.279044e-01 0.679388419 -5.144500e-03
## 372 Yes 9.832081e-02 0.108166170 -4.751948e-03
## 373 Yes -2.243790e-01 0.842146902 2.543393e-03
## 374 No 1.289118e-01 0.259748934 1.230094e-03
## 375 No 1.326061e-01 0.407207218 3.597114e-03
## 376 No 1.083922e-01 0.648314866 4.485084e-03
## 377 Yes 3.462854e-01 -1.322756052 -1.751936e-02
## 378 Yes -1.556089e-01 0.754753967 3.034506e-04
## 379 No -1.564388e-01 0.852556193 3.010814e-03
## 380 No 1.620541e-01 0.117936991 1.544172e-03
## 381 No 1.209604e-01 0.454386174 3.447520e-03
## 382 No -2.796872e-03 0.778168378 2.981902e-03
## 383 No 1.110608e-01 0.599760213 4.280036e-03
## 384 No 2.337328e-01 -0.115894164 5.103932e-03
## 385 No 1.732686e-01 0.266548329 4.796017e-03
## 386 Yes -6.131219e+00 -0.013858352 -5.551690e-03
## 387 Yes -5.336595e-02 0.672491386 1.213817e-04
## 388 No 7.872851e-01 -3.703329528 8.644025e-03
## 389 Yes 2.627464e-01 -0.601091029 -3.642094e-03
## 390 No -6.486919e-03 0.728638976 2.226746e-03
## 391 No 1.145596e-01 0.355477224 1.764311e-03
## 392 No 3.692743e-02 0.735291325 3.223142e-03
## 393 Yes -2.608236e-01 0.200006875 -3.006908e-02
## 394 Yes 6.994386e-02 0.348638677 -1.287922e-03
## 395 No 9.849300e-02 0.597834238 3.783535e-03
## 396 No 1.903800e-01 0.122279578 4.342448e-03
## 397 No 2.562884e-01 -0.259328231 5.244944e-03
## 398 Yes -5.121492e-01 0.700123559 -5.946559e-03
## 399 No -2.333059e-01 0.889744162 4.109918e-03
## 400 No 1.044777e-01 0.598751369 4.019964e-03
## 401 No 1.695853e-01 0.265983727 4.496019e-03
## 402 No 1.573178e-01 0.362031040 4.682707e-03
## 403 Yes -1.212586e+01 -1.079371713 -2.095089e-01
## 404 Yes -9.189028e-01 0.441921965 -3.640934e-02
## 405 Yes -2.880039e-01 0.734467915 -2.018453e-03
## 406 Yes -3.745690e-02 0.674929205 5.718790e-04
## 407 No -6.486919e-03 0.728638976 2.226746e-03
## 408 No 1.098639e-01 0.599576787 4.232750e-03
## 409 No 2.486127e-01 -0.211540986 5.168221e-03
## 410 No 2.945849e-01 -0.596206550 2.774337e-03
## 411 No -3.111919e-02 0.822792776 3.221331e-03
## 412 No 7.963210e-02 0.643907645 3.510104e-03
## 413 Yes -1.219709e+01 -1.041254107 -1.449132e-01
## 414 Yes -1.408942e-01 0.561148997 -5.673611e-03
## 415 Yes -2.065252e-01 0.746952382 -5.896559e-04
## 416 Yes 1.238141e-01 0.112074499 -2.233500e-03
## 417 No -2.819409e-02 0.725312802 1.728548e-03
## 418 No 1.620541e-01 0.117936991 1.544172e-03
## 419 No 1.003932e-01 0.402269948 1.585658e-03
## 420 No 8.931579e-02 0.498500164 2.329850e-03
## 421 No 9.375638e-02 0.499180720 2.555656e-03
## 422 No 1.953647e-02 0.732626522 2.824931e-03
## 423 No 2.079346e-01 -0.070885718 2.789872e-03
## 424 No 4.562291e-02 0.736623726 3.422248e-03
## 425 No 2.770201e-01 -0.403042037 5.092241e-03
## 426 No 3.570073e-02 0.930957899 4.550912e-03
## 427 Yes -5.112402e-02 0.574905962 -2.127181e-03
## 428 Yes -5.106322e-01 0.847255772 3.655942e-03
## 429 Yes 7.816574e-01 -3.704197619 2.950730e-03
## 430 No 1.098997e-01 0.354762965 1.445878e-03
## 431 No 6.258492e-02 0.592331452 2.364964e-03
## 432 No 5.282767e-01 -2.029298702 6.144816e-03
## 433 Yes 6.008082e-02 0.102303678 -8.529620e-03
## 434 No 2.660739e-01 -0.355756392 4.486657e-03
## 435 No 2.572065e-01 -0.357116460 3.014609e-03
## 436 No 3.657017e-01 -0.977014619 5.390556e-03
## 437 Yes 6.361455e-02 0.396632871 -7.136443e-04
## 438 No 3.332198e-01 -0.835103817 2.835592e-03
## 439 No 3.265485e-01 -0.787162380 3.063868e-03
## 440 No 2.390847e-01 -0.261966637 2.644246e-03
## 441 No 1.242889e-01 0.356968484 2.427425e-03
## 442 No 1.811569e-01 0.071901431 2.579460e-03
## 443 No 2.668287e-01 -0.355640633 4.603796e-03
## 444 Yes 2.042454e-02 0.096224056 -1.244721e-02
## 445 Yes -2.400298e-01 0.790783891 6.776070e-04
## 446 No 6.919491e-02 0.544380487 2.010001e-03
## 447 No -2.796872e-03 0.778168378 2.981902e-03
## 448 Yes -6.738580e-02 0.082762036 -2.112186e-02
## 449 Yes 1.946758e-01 -0.268777288 -4.077353e-03
## 450 No 8.163580e-02 0.546287082 2.572014e-03
## 451 No 6.856960e-02 0.593248583 2.601392e-03
## 452 No 1.715925e-01 0.168363426 3.302820e-03
## 453 No 6.017010e-01 -2.507682340 6.320273e-03
## 454 No 2.418068e-02 0.831265717 3.894670e-03
## 455 No 1.903800e-01 0.122279578 4.342448e-03
## 456 No 4.583764e-02 0.883547491 4.402451e-03
## 457 Yes 4.481003e-01 -1.649884761 -2.404391e-03
## 458 No 9.849300e-02 0.597834238 3.783535e-03
## 459 No -1.185443e-02 0.923672107 4.472362e-03
## 460 Yes 1.238141e-01 0.112074499 -2.233500e-03
## 461 No 4.261397e-02 0.834090030 4.119116e-03
## 462 Yes 4.027656e-01 -1.314083933 8.326574e-04
## 463 No 1.632199e-01 0.167079900 2.525379e-03
## 464 No -5.502437e-02 0.966022079 5.011866e-03
## 465 No 1.695853e-01 0.265983727 4.496019e-03
## 466 No 2.317509e-01 -0.116198080 4.844276e-03
## 467 No 9.107543e-02 0.694624847 4.222275e-03
## 468 No 2.922143e-01 -0.498640637 5.215968e-03
## 469 No 1.553342e-01 0.361726994 4.550605e-03
## 470 Yes -2.489133e+01 -2.838945091 9.317896e-02
## 471 Yes -4.659328e+00 -0.131284920 -1.841772e-01
## 472 No 1.801827e-01 0.120716247 3.335068e-03
## 473 No 9.514754e-02 0.548357789 3.183049e-03
## 474 No 6.719169e-02 0.837855782 4.418377e-03
## 475 No 8.293283e-02 0.595449697 3.168821e-03
## 476 Yes -2.744230e+00 0.162197005 -1.085201e-01
## 477 No 1.083011e-01 0.452445941 2.729101e-03
## 478 Yes 1.612813e-01 -0.127003975 -4.387960e-03
## 479 No 2.160204e-01 -0.069645878 3.794440e-03
## 480 No 3.450314e-01 -0.833291285 5.669946e-03
## 481 No 1.422799e-01 0.457653686 4.652476e-03
## 482 No 2.317509e-01 -0.116198080 4.844276e-03
## 483 No 2.707279e-01 -0.355042590 5.251532e-03
## 484 No 6.884269e-02 0.446398391 4.985758e-04
## 485 No -2.110313e-01 0.942121531 5.565679e-03
## 486 No 2.686250e-01 -0.404329707 3.645572e-03
## 487 No 1.847149e-01 0.121411061 3.782793e-03
## 488 Yes 2.393455e-01 -0.359855911 7.224909e-05
## 489 No 7.235264e-03 0.877633121 4.136872e-03
## 490 No 1.044777e-01 0.598751369 4.019964e-03
## 491 No 9.078921e-02 0.400797938 9.845859e-04
## 492 No 7.156194e-02 0.593707148 2.719607e-03
## 493 No 6.892186e-02 0.642266401 3.147441e-03
## 494 Yes 8.840674e-02 0.106646265 -5.731345e-03
## 495 No 2.288881e-01 -0.116637069 4.469216e-03
## 496 No 1.164470e-01 0.600585631 4.492821e-03
## 497 No 1.314956e-01 0.309109102 2.223660e-03
## 498 No 2.834436e-01 -0.499986056 3.583174e-03
## 499 No 1.124635e-01 0.502047742 3.509635e-03
## 500 No 7.378418e-03 0.975582298 4.790341e-03
## 501 Yes 1.297626e-01 0.112986442 -1.645862e-03
## 502 Yes -4.402291e-01 0.858042030 3.770625e-03
## 503 No 1.240317e-01 0.210036628 -8.256609e-05
## 504 No 2.465151e-01 -0.358756268 1.248846e-03
## 505 No -2.497476e-02 0.823734214 3.296146e-03
## 506 No 4.140617e-01 -1.312349509 4.503060e-03
## 507 No 1.803625e-02 0.830324279 3.819854e-03
## 508 No 1.534135e-01 0.361432605 4.417635e-03
## 509 No 4.583764e-02 0.883547491 4.402451e-03
## 510 Yes -1.086511e-02 0.483146621 -2.763028e-03
## 511 Yes 1.280630e-01 0.112725887 -1.813759e-03
## 512 Yes -1.423442e-01 0.756786435 5.352938e-04
## 513 No 3.864619e-02 0.588662928 1.419249e-03
## 514 No 9.151629e-02 0.449873440 1.780537e-03
## 515 No 9.605101e-02 0.450568449 2.036929e-03
## 516 No 4.189919e-02 0.687089332 2.826970e-03
## 517 No 1.044777e-01 0.598751369 4.019964e-03
## 518 No 2.696587e-01 -0.355206571 5.074956e-03
## 519 No 1.784580e-01 0.218379909 4.620027e-03
## 520 Yes 2.835547e-01 -0.842725137 -9.074291e-03
## 521 No 5.426349e-02 0.493128113 5.487854e-04
## 522 No 1.277310e-01 0.455423860 3.832542e-03
## 523 No 8.956329e-02 0.694393134 4.179329e-03
## 524 No 9.863616e-02 0.695783415 4.437004e-03
## 525 No 1.445158e-01 0.457996362 4.781106e-03
## 526 No 8.951598e-02 0.596458541 3.428892e-03
## 527 No 1.774821e-01 0.218230316 4.537815e-03
## 528 No 1.468330e-01 0.360423956 3.966231e-03
## 529 No 6.258492e-02 0.592331452 2.364964e-03
## 530 No 3.124839e-01 -0.691390337 3.307182e-03
## 531 No 1.550139e-01 0.312714036 3.972233e-03
## 532 No 2.147310e-01 -0.020879349 4.554388e-03
## 533 Yes -1.174313e+00 0.598664328 -1.755347e-02
## 534 Yes 7.897491e-02 -0.384453025 -2.641420e-02
## 535 No 2.800556e-01 -0.549470596 1.452900e-03
## 536 No 1.912265e-01 -0.024483240 1.785378e-03
## 537 No -6.486919e-03 0.728638976 2.226746e-03
## 538 No 1.231963e-01 0.454728850 3.576150e-03
## 539 No -3.259089e-02 0.920495133 4.439041e-03
## 540 No 3.646954e-02 0.833148593 4.044300e-03
## 541 No 4.187684e-01 -1.311626832 6.032395e-03
## 542 No 2.273465e-01 -0.116873448 4.267261e-03
## 543 No 1.988778e-01 0.123582354 5.181930e-03
## 544 Yes 3.745255e-01 -1.318419992 -8.343350e-03
## 545 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 546 No 7.411608e-03 0.779732558 3.160176e-03
## 547 No 6.306923e-02 0.690333320 3.428211e-03
## 548 No 2.917428e-01 -0.498712970 5.126811e-03
## 549 No 1.134547e-01 0.600127065 4.374607e-03
## 550 No -9.256348e-02 0.813378398 2.473177e-03
## 551 No 1.818823e-01 0.120976802 3.502965e-03
## 552 No 1.030371e-01 0.647494244 4.303753e-03
## 553 No 3.202546e-01 -0.739163063 3.350714e-03
## 554 No 1.960452e-01 0.123148096 4.902103e-03
## 555 No -7.214001e-03 0.679563474 1.430796e-03
## 556 No 5.327180e-02 0.688832012 3.148629e-03
## 557 Yes -5.322284e-02 0.084933330 -1.972272e-02
## 558 No 7.275887e-02 0.593890575 2.766892e-03
## 559 No -6.996948e-02 0.865804381 3.605712e-03
## 560 Yes -1.020351e+00 0.524315473 -2.734292e-02
## 561 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 562 No 1.719682e-01 0.119456897 2.523569e-03
## 563 Yes -6.729222e-02 0.719321825 8.321394e-04
## 564 No 2.855499e-01 -0.499662956 3.968650e-03
## 565 No 2.302094e-01 -0.116434459 4.642320e-03
## 566 No 1.841828e-01 0.170293544 4.468548e-03
## 567 No 6.127858e-02 0.885913239 4.508683e-03
## 568 No 1.150704e-01 0.649338229 4.711965e-03
## 569 Yes -2.061730e+01 -2.233229729 -2.928224e-02
## 570 Yes -4.946663e+00 0.069642521 -5.663100e-02
## 571 Yes 1.524242e-01 0.067496299 -4.363947e-04
## 572 Yes 3.231675e-01 -0.836646398 4.233760e-04
## 573 No 5.660024e-02 0.591414321 2.128535e-03
## 574 No 8.705311e-02 0.547117296 2.816255e-03
## 575 No 2.053230e-01 -0.022321865 3.440493e-03
## 576 No 7.427698e-02 0.643087023 3.328773e-03
## 577 No 2.013590e-01 0.026034582 3.886556e-03
## 578 Yes -1.464402e-01 0.756158831 4.641577e-04
## 579 No 7.543940e-04 0.631820373 8.339508e-04
## 580 No 1.221119e-01 0.258706582 6.860623e-04
## 581 No 7.843314e-01 -3.703785156 5.655832e-03
## 582 No 1.542582e-01 0.312598212 3.918871e-03
## 583 No 1.098639e-01 0.599576787 4.232750e-03
## 584 Yes -5.226736e-01 0.747477751 -2.763902e-03
## 585 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 586 No 6.709445e-01 -2.986709764 3.365019e-03
## 587 No 1.095534e-01 0.354709881 1.418763e-03
## 588 No 9.422451e-02 0.450288514 1.934545e-03
## 589 No 2.013590e-01 0.026034582 3.886556e-03
## 590 No 8.351471e-02 0.693466280 4.007546e-03
## 591 No 2.572065e-01 -0.357116460 3.014609e-03
## 592 No 6.839325e-02 0.691149146 3.578088e-03
## 593 Yes -4.983218e-01 0.408439891 -2.755174e-02
## 594 Yes 2.037496e-01 -0.365315498 -5.814207e-03
## 595 No -2.796872e-03 0.778168378 2.981902e-03
## 596 No 2.398999e-01 -0.212877139 3.917224e-03
## 597 No 1.014853e-01 0.598292803 3.901750e-03
## 598 No 4.049248e-01 -1.215820956 6.240782e-03
## 599 Yes -4.832429e+00 -0.304790936 -2.769906e-01
## 600 Yes -2.400848e-01 0.399050876 -1.699206e-02
## 601 Yes 3.106020e-01 -0.838574623 -2.591894e-03
## 602 No 1.796776e-01 0.022710366 1.475038e-03
## 603 No 1.629039e-01 0.118067269 1.628120e-03
## 604 No 1.145596e-01 0.355477224 1.764311e-03
## 605 No 1.068716e-01 0.599118221 4.114536e-03
## 606 No 7.602556e-02 0.741282301 4.119551e-03
## 607 No 1.553342e-01 0.361726994 4.550605e-03
## 608 No 4.154737e-01 -1.312132706 4.961861e-03
## 609 Yes -6.209777e+00 0.072099582 5.899439e-02
## 610 Yes -8.104742e-02 0.570320307 -3.309324e-03
## 611 Yes -3.383407e-01 0.775720885 -5.194395e-04
## 612 No 4.935052e-02 0.492375158 2.976011e-04
## 613 No -4.340805e-02 0.820909901 3.071700e-03
## 614 Yes 7.329730e-02 -1.364671294 -1.062208e-01
## 615 Yes 7.818440e-01 -3.704168843 3.139458e-03
## 616 No 6.083253e-02 0.689990579 3.363359e-03
## 617 No 2.013590e-01 0.026034582 3.886556e-03
## 618 Yes -2.606237e-01 0.346936803 -2.095857e-02
## 619 Yes -1.667106e-01 0.410296514 -1.283729e-02
## 620 No 1.068141e-01 0.354290011 1.233299e-03
## 621 No -1.755263e-01 0.923078704 4.833268e-03
## 622 No 1.847149e-01 0.121411061 3.782793e-03
## 623 Yes 1.196828e-02 0.192857862 -9.762373e-03
## 624 No 6.610505e-02 0.494942929 1.150933e-03
## 625 No 4.343394e-02 0.589396633 1.608392e-03
## 626 No 1.822580e-01 0.023105995 1.758338e-03
## 627 No 6.856960e-02 0.593248583 2.601392e-03
## 628 No 1.262095e-01 0.357262872 2.560395e-03
## 629 No 4.168857e-01 -1.311915903 5.420661e-03
## 630 No -1.518240e-02 0.727306575 2.027641e-03
## 631 No 2.810859e-01 -0.500347721 3.137394e-03
## 632 No 1.647648e-01 0.216280818 3.437600e-03
## 633 No 1.647648e-01 0.216280818 3.437600e-03
## 634 No 2.776553e-02 0.782851260 3.517592e-03
## 635 No 3.032511e-02 0.832207155 3.969485e-03
## 636 Yes -5.112402e-02 0.574905962 -2.127181e-03
## 637 No 2.469771e-01 -0.211791819 4.935680e-03
## 638 No 1.946289e-01 0.122930966 4.762189e-03
## 639 No -2.096312e+01 -2.141193612 2.890794e-01
## 640 No 7.849532e-01 -3.703689234 6.284925e-03
## 641 Yes 3.462317e-01 -0.980002879 2.385575e-04
## 642 No 1.512633e-01 0.263175173 3.026613e-03
## 643 Yes 9.710870e-03 0.339406388 -5.400443e-03
## 644 Yes -2.768964e-01 0.785135264 2.287145e-04
## 645 Yes 1.119750e-01 0.257152712 -1.308530e-04
## 646 No -7.452863e-02 0.763741283 1.652648e-03
## 647 No 3.452438e-01 -0.931189107 2.014603e-03
## 648 No 1.282733e-01 0.504470716 4.312210e-03
## 649 No 4.199921e-01 -1.311438936 6.430022e-03
## 650 Yes 8.840674e-02 0.106646265 -5.731345e-03
## 651 No 7.491898e-02 0.398365501 -8.452592e-06
## 652 No 7.235264e-03 0.877633121 4.136872e-03
## 653 No 1.499135e-01 0.311932240 3.596098e-03
## 654 No 3.305289e-01 -0.737586584 5.664226e-03
## 655 No 5.660024e-02 0.591414321 2.128535e-03
## 656 No 2.901710e-01 -0.498954080 4.829624e-03
## 657 No 2.696587e-01 -0.355206571 5.074956e-03
## 658 Yes 3.105275e-02 0.489570878 -6.301316e-04
## 659 No 3.855568e-01 -1.120863172 4.803563e-03
## 660 No 1.233049e-01 0.552672970 4.453273e-03
## 661 Yes -7.743813e-01 0.863069789 8.198511e-03
## 662 No 2.692813e-01 -0.355264450 5.016386e-03
## 663 No 1.331862e-01 0.505223671 4.563394e-03
## 664 No 3.346185e-02 0.734760296 3.143326e-03
## 665 No 1.939968e-01 0.073869983 3.933048e-03
## 666 No 2.026198e-01 0.075192009 4.834572e-03
## 667 Yes 1.343880e-01 0.162659922 -1.383984e-04
## 668 Yes 1.343880e-01 0.162659922 -1.383984e-04
## 669 No 7.860414e-01 -3.703521371 7.385838e-03
## 670 Yes -2.980445e+00 0.370902623 -3.269007e-02
## 671 No 3.864619e-02 0.588662928 1.419249e-03
## 672 No 5.980746e-01 -2.508240187 4.138410e-03
## 673 Yes -1.708176e-01 0.556563342 -6.855754e-03
## 674 No 6.217133e-02 0.543304106 1.692228e-03
## 675 No 2.572065e-01 -0.357116460 3.014609e-03
## 676 No 1.254952e-01 0.455081184 3.703912e-03
## 677 No 3.064655e-01 -0.594383904 5.161382e-03
## 678 No 3.836040e-02 0.539655028 6.172225e-04
## 679 No 7.555078e-01 -3.512347368 6.215784e-03
## 680 No 1.827320e-01 0.121107080 3.586913e-03
## 681 No -1.008514e-01 0.861072885 3.393248e-03
## 682 Yes -8.139566e-02 -0.409050139 -5.290065e-02
## 683 Yes -1.036450e-01 0.468927339 -7.479564e-03
## 684 No 4.818249e-02 0.785979620 3.874141e-03
## 685 No 2.273465e-01 -0.116873448 4.267261e-03
## 686 Yes -1.260189e-02 0.629773648 3.801890e-04
## 687 No 1.488746e-01 0.311772990 3.514753e-03
## 688 No 1.322657e-01 0.456118870 4.088934e-03
## 689 No 8.173590e-02 0.595266271 3.121535e-03
## 690 No 1.903800e-01 0.122279578 4.342448e-03
## 691 Yes -3.275143e-01 0.581516275 -1.030078e-02
## 692 No 1.233603e-01 0.503717762 4.061025e-03
## 693 No 1.378594e-01 0.359048521 3.356479e-03
## 694 No 4.429354e-02 0.883310916 4.391828e-03
## 695 No 6.227615e-02 0.837102631 4.358525e-03
## 696 No 2.795142e-01 -0.500588831 2.840206e-03
## 697 No 7.849532e-01 -3.703689234 6.284925e-03
## 698 Yes -1.424948e-01 0.722911182 -4.425816e-04
## 699 No 1.441205e-01 0.311044277 3.165733e-03
## 700 No -1.642293e-01 0.949291696 5.399535e-03
## 701 No 3.669893e-01 -0.976817000 5.723538e-03
## 702 No 1.478912e-01 0.115765698 1.450342e-04
## 703 No 1.044777e-01 0.598751369 4.019964e-03
## 704 No 3.127378e-02 0.538568989 3.003175e-04
## 705 No 1.378594e-01 0.359048521 3.356479e-03
## 706 No 1.917963e-01 0.122496708 4.482361e-03
## 707 Yes -2.971973e-01 0.488230047 -1.453003e-02
## 708 No 2.644702e-01 -0.356002363 4.221793e-03
## 709 No 3.032511e-02 0.832207155 3.969485e-03
## 710 No 5.965115e-01 -2.508480644 3.203449e-03
## 711 No -3.111919e-02 0.822792776 3.221331e-03
## 712 No -2.796872e-03 0.778168378 2.981902e-03
## 713 No 1.525855e-01 0.263377849 3.135940e-03
## 714 No 2.582384e-01 -0.259029176 5.536923e-03
## 715 No 7.214210e-02 0.691723601 3.685886e-03
## 716 No 7.833986e-01 -3.703929039 4.712191e-03
## 717 No 3.155400e-02 0.832395442 3.984448e-03
## 718 No 3.646954e-02 0.833148593 4.044300e-03
## 719 No 2.123564e-02 0.928741744 4.526892e-03
## 720 No 2.906425e-01 -0.498881747 4.918780e-03
## 721 No 2.922143e-01 -0.498640637 5.215968e-03
## 722 No 6.350503e-02 0.837290919 4.373488e-03
## 723 No 1.262095e-01 0.357262872 2.560395e-03
## 724 No 4.571108e-02 0.687673444 2.933900e-03
## 725 No 1.436843e-01 0.359941345 3.754521e-03
## 726 Yes -1.608613e-01 0.068431499 -3.035617e-02
## 727 No 1.217042e-01 0.307608250 1.497637e-03
## 728 No 6.856960e-02 0.593248583 2.601392e-03
## 729 No 8.652364e-02 0.595999976 3.310678e-03
## 730 No 1.932126e-01 0.122713837 4.622275e-03
## 731 No 1.110608e-01 0.599760213 4.280036e-03
## 732 No 1.056746e-01 0.598934795 4.067250e-03
## 733 No 2.580554e-01 -0.356986248 3.162335e-03
## 734 No 8.903725e-02 0.743276074 4.418644e-03
## 735 No 7.837095e-01 -3.703881078 5.026738e-03
## 736 No 1.974615e-01 0.123365225 5.042017e-03
## 737 No 1.072218e-01 0.305388343 4.217252e-04
## 738 No 1.626206e-01 0.118023843 1.600138e-03
## 739 No 7.595398e-02 0.692307713 3.792817e-03
## 740 No 9.028784e-02 0.694504162 4.201236e-03
## 741 No 4.188625e-01 -1.311612379 6.062982e-03
## 742 Yes 1.947898e-01 -0.170830331 -1.255456e-03
## 743 No 1.159171e-01 0.404649300 2.551582e-03
## 744 No 9.550066e-02 0.597375672 3.665321e-03
## 745 No 5.022886e-02 0.933183712 4.574063e-03
## 746 Yes -9.773614e-01 0.677811352 -8.300242e-03
## 747 No -4.340805e-02 0.820909901 3.071700e-03
## 748 No 1.678538e-01 0.265718311 4.360445e-03
## 749 No 1.054314e-01 0.403042152 1.898884e-03
## 750 No 1.242931e-01 0.405933088 3.073914e-03
## 751 No 1.130858e-01 0.649034117 4.643640e-03
## 752 No 1.631428e-01 0.362923864 5.080748e-03
## 753 Yes 3.716269e-02 0.441542980 -1.297037e-03
## 754 Yes 3.454856e-02 0.490106637 -4.550838e-04
## 755 No 3.241106e-01 -0.689606451 5.825253e-03
## 756 Yes -2.047518e-01 0.404466158 -1.499168e-02
## 757 No 2.691717e-01 -0.502175359 9.102260e-04
## 758 No 1.762171e-01 0.120108285 2.943310e-03
## 759 No 6.839325e-02 0.691149146 3.578088e-03
## 760 No 8.498722e-02 0.644728267 3.691435e-03
## 761 No 1.002884e-01 0.598109377 3.854464e-03
## 762 No 1.282733e-01 0.504470716 4.312210e-03
## 763 Yes -2.489693e-02 0.089275917 -1.692445e-02
## 764 Yes 2.037496e-01 -0.365315498 -5.814207e-03
## 765 Yes -3.324656e-01 0.825586666 1.799770e-03
## 766 No 2.097291e-01 -0.119574922 1.959202e-03
## 767 No -4.705598e-02 0.918278978 4.415021e-03
## 768 No 1.627854e-01 0.264941376 3.951987e-03
## 769 No 2.664513e-01 -0.355698513 4.545227e-03
## 770 Yes -2.907998e-02 0.333460665 -8.054634e-03
## 771 Yes -2.907998e-02 0.333460665 -8.054634e-03
## 772 No 6.719169e-02 0.837855782 4.418377e-03
## 773 No 4.463087e-02 0.589580059 1.655678e-03
## 774 No 9.849300e-02 0.597834238 3.783535e-03
## 775 No 1.692390e-01 0.265930644 4.468904e-03
## 776 Yes 3.716269e-02 0.441542980 -1.297037e-03
## 777 Yes 1.119750e-01 0.257152712 -1.308530e-04
## 778 No 3.815035e-02 0.686514877 2.719171e-03
## 779 No -3.908758e-02 0.870535877 3.818176e-03
## 780 No 2.853927e-01 -0.499687067 3.938931e-03
## 781 No 1.085583e-01 0.501449241 3.308341e-03
## 782 No 1.883972e-01 0.121975597 4.146568e-03
## 783 No 2.267621e-02 0.879998869 4.243104e-03
## 784 Yes 5.104925e-02 -0.045976304 -1.474473e-02
## 785 No 3.103784e-01 -0.691713372 2.857929e-03
## 786 No 2.207400e-01 -0.117886501 3.401739e-03
## 787 No 1.803625e-02 0.830324279 3.819854e-03
## 788 No 1.864144e-01 0.121671616 3.950689e-03
## 789 No 1.104624e-01 0.599668500 4.256393e-03
## 790 No 2.708850e-01 -0.355018479 5.281251e-03
## 791 No 9.936071e-02 0.695894443 4.458911e-03
## 792 No 4.161326e-01 -1.312031531 5.175968e-03
## 793 No 7.857305e-01 -3.703569332 7.071292e-03
## 794 No 2.870223e-01 -0.450472413 5.583290e-03
## 795 No 2.108302e-01 -0.119406080 2.103456e-03
## 796 No 5.832793e-02 0.787534143 4.053283e-03
## 797 No 2.874360e-01 -0.499373624 4.325274e-03
## 798 No 1.847149e-01 0.121411061 3.782793e-03
## 799 Yes -7.566484e-01 0.662660501 -1.023208e-02
## 800 No -5.190423e-02 0.966500090 5.000790e-03
## 801 No 2.241063e-01 -0.068406039 4.799008e-03
## 802 No 3.811716e-02 0.882364617 4.349335e-03
## 803 Yes -4.700517e-01 0.510706791 -1.867719e-02
## 804 No 6.839325e-02 0.691149146 3.578088e-03
## 805 No 1.661854e-01 0.265462552 4.224003e-03
## 806 No -1.549243e-03 0.925250936 4.489891e-03
## 807 No 2.708850e-01 -0.355018479 5.281251e-03
## 808 No 7.874489e-02 0.790662503 4.409831e-03
## 809 No 1.043601e-01 0.647696985 4.349303e-03
## 810 No 7.843314e-01 -3.703785156 5.655832e-03
## 811 No 1.875474e-01 0.121845320 4.062620e-03
## 812 No 2.092575e-01 0.027245580 4.766173e-03
## 813 No 7.333612e-02 0.838797219 4.493193e-03
## 814 No 2.053248e-01 -0.120250290 1.382187e-03
## 815 No 1.281932e-01 0.357566919 2.692497e-03
## 816 No 9.071292e-02 0.596641968 3.476178e-03
## 817 No 2.874360e-01 -0.499373624 4.325274e-03
## 818 No 7.825166e-02 0.839550370 4.553045e-03
## 819 Yes 1.450586e-01 0.115331439 -1.347934e-04
## 820 No -1.174272e-01 0.956461860 5.233391e-03
## 821 No 1.517711e-01 0.312216972 3.729936e-03
## 822 No 1.932126e-01 0.122713837 4.622275e-03
## 823 No 1.110383e-01 0.648720348 4.576183e-03
## 824 Yes 2.051745e-01 -0.414061994 -7.277442e-03
## 825 No 4.738722e-02 0.736894069 3.461722e-03
## 826 No 1.104624e-01 0.599668500 4.256393e-03
## 827 No 4.121790e-01 -1.312638580 3.891327e-03
## 828 No 1.434959e-02 0.829759416 3.774965e-03
## 829 No 1.949122e-01 0.122974392 4.790172e-03
## 830 No 1.509170e-01 0.263122090 2.999498e-03
## 831 No 1.440937e-01 0.360004086 3.780768e-03
## 832 No 2.291083e-01 -0.116603301 4.498067e-03
## 833 No 7.255997e-02 0.740751272 4.039736e-03
## 834 Yes 4.856476e-02 0.345361769 -2.747119e-03
## 835 Yes 2.728039e-01 -0.599548057 -1.612541e-03
## 836 No 3.332198e-01 -0.835103817 2.835592e-03
## 837 No 2.572065e-01 -0.357116460 3.014609e-03
## 838 No 1.733845e-01 0.119674026 2.663482e-03
## 839 No 1.647648e-01 0.216280818 3.437600e-03
## 840 Yes 1.592134e-01 -0.372140702 -7.751639e-03
## 841 Yes -7.692857e-01 0.464850241 -3.049862e-02
## 842 No 1.208723e-01 0.503336456 3.935867e-03
## 843 Yes 2.228300e-01 -0.313424200 -1.189958e-03
## 844 No 1.395087e-01 0.457228954 4.499335e-03
## 845 Yes 7.569704e-01 -3.708005711 -2.202428e-02
## 846 No 1.950350e-01 -0.072863667 1.182042e-03
## 847 No -9.256348e-02 0.813378398 2.473177e-03
## 848 No 1.289118e-01 0.259748934 1.230094e-03
## 849 No 1.774821e-01 0.218230316 4.537815e-03
## 850 No 5.424256e-02 0.640016934 2.648130e-03
## 851 No 2.459390e-01 -0.211951003 4.790558e-03
## 852 No 1.774821e-01 0.218230316 4.537815e-03
## 853 No 1.974615e-01 0.123365225 5.042017e-03
## 854 Yes -4.638980e-02 0.477702172 -4.569472e-03
## 855 No 2.536217e-01 -0.357666282 2.426311e-03
## 856 No -2.796872e-03 0.778168378 2.981902e-03
## 857 No 8.053896e-02 0.595082845 3.074250e-03
## 858 No 1.771989e-01 0.218186891 4.509832e-03
## 859 No 9.107543e-02 0.694624847 4.222275e-03
## 860 No 8.295672e-02 0.742344359 4.279183e-03
## 861 No 2.937861e-01 -0.498399528 5.513155e-03
## 862 No 1.038971e-01 0.696589583 4.587749e-03
## 863 No 1.035823e-01 0.500686629 3.058024e-03
## 864 No 1.297534e-01 0.504697568 4.387478e-03
## 865 No 1.580735e-01 0.362146864 4.736068e-03
## 866 No 2.053248e-01 -0.120250290 1.382187e-03
## 867 No 7.854196e-01 -3.703617293 6.756745e-03
## 868 No 3.999049e-02 0.784724413 3.731868e-03
## 869 No 8.381761e-02 0.791439764 4.499402e-03
## 870 Yes 5.975266e-02 0.200182968 -5.637869e-03
## 871 No 7.827768e-01 -3.704024960 4.083098e-03
## 872 No 8.351471e-02 0.693466280 4.007546e-03
## 873 No 1.932126e-01 0.122713837 4.622275e-03
## 874 No 1.331862e-01 0.505223671 4.563394e-03
## 875 No 1.200379e-01 0.601135910 4.634679e-03
## 876 No 7.702278e-02 0.839362082 4.538082e-03
## 877 Yes -2.243790e-01 0.842146902 2.543393e-03
## 878 No 4.945992e-02 0.688247899 3.041699e-03
## 879 No 1.703964e-01 0.168180065 3.191757e-03
## 880 No 1.970480e-01 0.025373602 3.403905e-03
## 881 No 1.903800e-01 0.122279578 4.342448e-03
## 882 No 2.717970e-01 -0.354878609 5.428108e-03
## 883 No 2.348339e-01 -0.115725322 5.248186e-03
## 884 No 1.522865e-01 0.410223636 4.824638e-03
## 885 Yes 2.215475e-01 -0.362585705 -2.870979e-03
## 886 No 2.302890e-02 0.684197743 2.289713e-03
## 887 No 3.344764e-01 -0.834910995 3.137119e-03
## 888 No 9.849300e-02 0.597834238 3.783535e-03
## 889 No 9.107543e-02 0.694624847 4.222275e-03
## 890 No 4.198980e-01 -1.311453390 6.399435e-03
## 891 Yes -4.944328e-03 0.484054030 -2.461954e-03
## 892 Yes -1.662966e-01 0.802081144 1.575392e-03
## 893 No -1.934971e-01 0.846878398 2.755857e-03
## 894 No 2.625522e-01 -0.356296556 3.897491e-03
## 895 No 2.324115e-01 -0.116096774 4.930828e-03
## 896 Yes 1.986009e-01 -0.219210562 -2.050123e-03
## 897 No 2.019247e-01 -0.022842910 3.040923e-03
## 898 No 1.405727e-01 0.408428265 4.093199e-03
## 899 No 1.233603e-01 0.503717762 4.061025e-03
## 900 Yes -5.437223e-01 0.842186135 3.601412e-03
## 901 No 7.427698e-02 0.643087023 3.328773e-03
## 902 No 1.404534e-01 0.457373751 4.550093e-03
## 903 No 9.341651e-02 0.743947104 4.517763e-03
## 904 No 1.467516e-01 0.458339038 4.909736e-03
## 905 No 1.677193e-01 0.118805509 2.103827e-03
## 906 No 2.983251e-01 -0.595632748 3.519909e-03
## 907 No 1.610539e-01 0.264675959 3.816414e-03
## 908 No 7.602556e-02 0.741282301 4.119551e-03
## 909 No 1.074700e-01 0.599209934 4.138178e-03
## 910 No 1.640496e-01 0.314099064 4.644894e-03
## 911 Yes 1.054023e-01 0.109251817 -4.052379e-03
## 912 No 2.678978e-01 -0.355476653 4.780372e-03
## 913 No 9.561187e-02 0.695319988 4.351113e-03
## 914 No 7.849221e-01 -3.703694030 6.253470e-03
## 915 No 9.375638e-02 0.499180720 2.555656e-03
## 916 No 2.607282e-01 -0.356576296 3.603776e-03
## 917 No 4.557306e-01 -1.550780185 6.276095e-03
## 918 No 1.534135e-01 0.361432605 4.417635e-03
## 919 No 2.409492e-01 -0.359609940 3.371136e-04
## 920 No 8.070943e-02 0.839926945 4.582971e-03
## 921 No -2.333059e-01 0.889744162 4.109918e-03
## 922 No 1.191340e-01 0.454106239 3.345136e-03
## 923 No 1.971783e-01 0.123321799 5.014034e-03
## 924 No 3.032511e-02 0.832207155 3.969485e-03
## 925 No 1.475886e-01 0.360539780 4.019593e-03
## 926 Yes 9.497518e-02 0.254546834 -1.490932e-03
## 927 No 7.838452e-02 0.447860809 1.036739e-03
## 928 No 3.864619e-02 0.588662928 1.419249e-03
## 929 No 2.141335e-01 -0.118899553 2.536217e-03
## 930 No 2.181293e-01 -0.020358304 4.953959e-03
## 931 No 7.456500e-02 0.838985507 4.508156e-03
## 932 No 2.732435e-01 -0.354656749 5.663254e-03
## 933 Yes -1.630520e-01 0.166028112 -2.488816e-02
## 934 Yes -2.415965e-01 0.643647892 -5.225809e-03
## 935 Yes -1.408942e-01 0.561148997 -5.673611e-03
## 936 No 1.359387e-01 0.358754132 3.223509e-03
## 937 No 2.890077e-01 -0.499132514 4.622461e-03
## 938 No 1.140532e-01 0.600218779 4.398250e-03
## 939 Yes 1.308956e-01 0.113160145 -1.533931e-03
## 940 No 2.880647e-01 -0.499277180 4.444149e-03
## 941 No 3.441203e-01 -0.833431090 5.459311e-03
## 942 Yes -2.277409e-01 0.792666766 8.272378e-04
## 943 Yes 2.304780e-01 -0.361215979 -1.399799e-03
## 944 No 6.856960e-02 0.593248583 2.601392e-03
## 945 No 1.847149e-01 0.121411061 3.782793e-03
## 946 No 1.475886e-01 0.360539780 4.019593e-03
## 947 No 9.863616e-02 0.695783415 4.437004e-03
## 948 Yes 2.915089e-02 -0.147265030 -2.169840e-02
## 949 Yes 3.691490e-02 0.343576120 -3.543203e-03
## 950 No 2.823195e-02 0.733958924 3.024037e-03
## 951 No 3.382460e-01 -0.834332527 4.041700e-03
## 952 No 5.747392e-03 0.828441403 3.670223e-03
## 953 No 7.868187e-01 -3.703401469 8.172205e-03
## 954 No 1.447922e-01 0.409074988 4.353932e-03
## 955 No 5.981837e-02 0.836726056 4.328599e-03
## 956 Yes 1.420075e-01 0.065899264 -1.536402e-03
## 957 No 1.068141e-01 0.354290011 1.233299e-03
## 958 No 1.875474e-01 0.121845320 4.062620e-03
## 959 Yes -1.261832e-01 0.318577042 -1.468838e-02
## 960 Yes -1.261832e-01 0.318577042 -1.468838e-02
## 961 No 9.516422e-02 0.352504362 4.372156e-04
## 962 No 1.902826e-01 -0.024627971 1.670843e-03
## 963 No 6.301386e-02 0.739288528 3.820459e-03
## 964 No 2.104847e-01 0.027433737 4.908691e-03
## 965 No 1.569085e-01 0.361968299 4.656460e-03
## 966 Yes -7.526053e-02 0.669136370 -5.017669e-04
## 967 No 2.009205e-01 -0.120925659 8.051726e-04
## 968 No 4.084137e-01 -1.313216721 2.667859e-03
## 969 No 6.856960e-02 0.593248583 2.601392e-03
## 970 No 6.911781e-02 0.691260174 3.599995e-03
## 971 No 2.922143e-01 -0.498640637 5.215968e-03
## 972 No 2.328520e-01 -0.116029237 4.988529e-03
## 973 No -2.796872e-03 0.778168378 2.981902e-03
## 974 No 7.849532e-01 -3.703689234 6.284925e-03
## 975 No 9.866935e-02 0.499933675 2.806840e-03
## 976 No 8.951598e-02 0.596458541 3.428892e-03
## 977 No 1.435011e-01 0.408877108 4.276059e-03
## 978 No 3.071883e-01 -0.594273006 5.310844e-03
## 979 No 2.900138e-01 -0.498978191 4.799906e-03
## 980 No 2.357148e-01 -0.115590248 5.363589e-03
## 981 Yes 2.236409e-01 -0.460194586 -5.787033e-03
## 982 No 6.856960e-02 0.593248583 2.601392e-03
## 983 No -1.298127e-01 0.905600057 4.279130e-03
## 984 No 2.491879e-01 -0.358346316 1.690287e-03
## 985 No 2.395527e-01 -0.163966009 4.919262e-03
## 986 Yes 5.983629e-02 0.445018029 -1.507650e-05
## 987 No 9.247041e-02 0.547947510 3.060495e-03
## 988 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 989 Yes 2.046400e-01 -0.218284426 -1.176789e-03
## 990 No 2.273465e-01 -0.116873448 4.267261e-03
## 991 No 1.889637e-01 0.122062449 4.202534e-03
## 992 No 1.932126e-01 0.122713837 4.622275e-03
## 993 Yes 3.933523e-01 -1.315529286 -2.226012e-03
## 994 Yes -2.905113e-01 0.538220722 -1.158433e-02
## 995 No 3.762799e-01 -1.073321703 4.270644e-03
## 996 No 7.860414e-01 -3.703521371 7.385838e-03
## 997 No 5.431838e-02 0.737956127 3.621353e-03
## 998 No 1.932126e-01 0.122713837 4.622275e-03
## 999 Yes 5.735638e-01 -2.512010567 -1.050901e-02
## 1000 No 2.352477e-01 -0.262555089 2.059419e-03
## 1001 No 1.312788e-01 0.358039873 2.905075e-03
## 1002 No 8.652364e-02 0.595999976 3.310678e-03
## 1003 Yes -5.121492e-01 0.700123559 -5.946559e-03
## 1004 Yes -2.618692e-01 0.689506942 -3.630603e-03
## 1005 No -8.783825e-01 0.888850355 1.269048e-02
## 1006 No 6.856960e-02 0.593248583 2.601392e-03
## 1007 No 4.571108e-02 0.687673444 2.933900e-03
## 1008 No 3.357329e-01 -0.834718172 3.438646e-03
## 1009 Yes 2.980365e-01 -0.840502849 -5.607165e-03
## 1010 No 4.562291e-02 0.736623726 3.422248e-03
## 1011 Yes -1.090400e+00 0.317699061 -5.765913e-02
## 1012 Yes 4.466046e-02 0.344763333 -3.012191e-03
## 1013 Yes 2.651792e-01 -0.502787791 1.681262e-04
## 1014 No 6.853641e-02 0.789098323 4.231557e-03
## 1015 Yes 3.886456e-01 -1.316251963 -3.755346e-03
## 1016 Yes 4.475284e-02 0.393741935 -1.888674e-03
## 1017 Yes -8.298950e-01 0.700405860 -6.504672e-03
## 1018 Yes -3.367990e-01 0.873888267 3.940705e-03
## 1019 No 7.455428e-02 0.594165714 2.837821e-03
## 1020 No 2.225018e-01 -0.117616353 3.632545e-03
## 1021 Yes 7.787348e-01 -3.704648451 -6.009082e-06
## 1022 No 2.191985e-01 -0.118122880 3.199784e-03
## 1023 No 2.669859e-01 -0.355616522 4.633515e-03
## 1024 Yes 5.151379e-01 -2.129252577 -7.720482e-03
## 1025 No 1.494335e-01 0.164966420 1.248588e-03
## 1026 Yes -1.062219e-01 0.615427252 -2.794408e-03
## 1027 No 2.998900e-01 -0.546427882 5.292690e-03
## 1028 No 7.543940e-04 0.631820373 8.339508e-04
## 1029 Yes 2.286541e-01 -0.361495719 -1.693514e-03
## 1030 Yes 8.722789e-03 0.584077273 2.371057e-04
## 1031 No -1.626152e-01 0.851609894 2.968321e-03
## 1032 No 7.866944e-01 -3.703420653 8.046386e-03
## 1033 No 1.159171e-01 0.404649300 2.551582e-03
## 1034 No 1.164470e-01 0.600585631 4.492821e-03
## 1035 Yes -1.591398e-01 0.215593859 -2.190427e-02
## 1036 No 3.305289e-01 -0.737586584 5.664226e-03
## 1037 No 3.408533e-01 -0.833932428 4.675341e-03
## 1038 Yes -8.541388e-01 0.794628108 3.092906e-03
## 1039 No 1.733845e-01 0.119674026 2.663482e-03
## 1040 No 6.856960e-02 0.593248583 2.601392e-03
## 1041 Yes 3.933523e-01 -1.315529286 -2.226012e-03
## 1042 No 3.801886e-01 -1.121687220 3.251454e-03
## 1043 Yes -1.802710e-01 -0.571119412 -8.297049e-02
## 1044 No 9.375638e-02 0.499180720 2.555656e-03
## 1045 No 2.163357e-01 -0.118561869 2.824724e-03
## 1046 No 9.125992e-02 0.351905927 1.721437e-04
## 1047 No 4.111436e-01 -1.312797568 3.554873e-03
## 1048 No 1.262095e-01 0.357262872 2.560395e-03
## 1049 No 2.456299e-01 -0.309927390 2.417705e-03
## 1050 No 7.498622e-02 0.496304042 1.602544e-03
## 1051 No 1.847149e-01 0.121411061 3.782793e-03
## 1052 Yes -5.914153e-01 0.002424176 -7.288996e-02
## 1053 No 1.855646e-01 0.121541338 3.866741e-03
## 1054 No -8.887597e-01 0.903799534 1.437666e-02
## 1055 No 2.842925e-01 -0.499855844 3.730900e-03
## 1056 Yes -1.552370e-01 0.706984832 -1.148786e-03
## 1057 Yes -4.805761e-01 0.558060983 -1.549453e-02
## 1058 No 2.389249e-01 -0.213026666 3.771234e-03
## 1059 Yes -2.020774e-01 -0.182721875 -5.199167e-02
## 1060 No 7.131784e-01 -3.225051273 7.649011e-03
## 1061 No 4.181095e-01 -1.311728007 5.818288e-03
## 1062 Yes 7.123844e-01 -3.714883298 -6.713027e-02
## 1063 No -3.257335e-02 0.724641773 1.629430e-03
## 1064 Yes 3.231675e-01 -0.836646398 4.233760e-04
## 1065 No 1.770669e-01 0.120238562 3.027258e-03
## 1066 No 7.866633e-01 -3.703425450 8.014932e-03
## 1067 No 9.516422e-02 0.352504362 4.372156e-04
## 1068 No 7.874095e-01 -3.703310344 8.769844e-03
## 1069 Yes 4.273983e-02 0.344468945 -3.145161e-03
## 1070 No 6.358521e-01 -2.747268320 4.689712e-03
## 1071 No 2.372563e-01 -0.115353869 5.565544e-03
## 1072 No 7.832742e-01 -3.703948223 4.586373e-03
## 1073 No 4.187684e-01 -1.311626832 6.032395e-03
## 1074 No 9.863616e-02 0.695783415 4.437004e-03
## 1075 No 1.492486e-01 0.262866330 2.863056e-03
## 1076 No 5.123873e-02 0.786447908 3.927710e-03
## 1077 Yes 7.431338e-01 -3.465284593 1.644515e-03
## 1078 No 5.490283e-02 0.835972906 4.268747e-03
## 1079 No 1.238403e-01 0.552755026 4.477784e-03
## 1080 Yes -8.104742e-02 0.570320307 -3.309324e-03
## 1081 Yes -3.050358e+00 0.507131566 1.564508e-02
## 1082 No 6.410996e-01 -2.746460750 8.188332e-03
## 1083 Yes 1.833031e-01 -0.123627133 -1.502886e-03
## 1084 No 7.874406e-01 -3.703305547 8.801299e-03
## 1085 No 3.135306e-01 -0.740194778 1.849155e-03
## 1086 No 4.145324e-01 -1.312277241 4.655994e-03
## 1087 No 7.853574e-01 -3.703626885 6.693836e-03
## 1088 No 7.543940e-04 0.631820373 8.339508e-04
## 1089 Yes -3.383407e-01 0.775720885 -5.194395e-04
## 1090 No 5.786791e-01 -2.364320214 5.707441e-03
## 1091 No 1.115187e-01 0.501902945 3.458878e-03
## 1092 Yes -8.788980e-01 0.643928971 -1.237484e-02
## 1093 No 4.121290e-01 -1.263680534 6.228349e-03
## 1094 No 1.417637e-01 0.359646956 3.621551e-03
## 1095 Yes 1.167327e-01 0.110988852 -2.933069e-03
## 1096 No 9.375638e-02 0.499180720 2.555656e-03
## 1097 No 7.087835e-02 0.838420644 4.463267e-03
## 1098 Yes -2.410126e-01 0.692702773 -3.152576e-03
## 1099 No 1.832650e-01 0.023260383 1.872005e-03
## 1100 No 5.722388e-02 0.493581817 6.993223e-04
## 1101 Yes -1.663882e-01 0.606207328 -4.835468e-03
## 1102 No 7.113397e-01 -3.225334568 6.112072e-03
## 1103 No 7.878758e-01 -3.703238402 9.241664e-03
## 1104 Yes -5.146365e-01 0.650775594 -9.428308e-03
## 1105 No 2.295487e-01 -0.116535764 4.555768e-03
## 1106 Yes 2.803917e-01 -1.332873524 -3.893004e-02
## 1107 Yes -3.506295e-01 0.773838010 -6.690704e-04
## 1108 No -3.766042e-01 0.965721016 8.332470e-03
## 1109 No 2.286678e-01 -0.116670837 4.440365e-03
## 1110 Yes 1.888085e-01 -0.122782922 -7.816178e-04
## 1111 No 4.006880e-01 -1.216471430 4.928158e-03
## 1112 No 2.524186e-01 -0.210957331 5.721593e-03
## 1113 No 7.897827e-02 0.692771140 3.878709e-03
## 1114 No 1.501767e-01 0.409900275 4.694272e-03
## 1115 No 3.420157e-01 -0.833754059 4.946281e-03
## 1116 No 1.413914e-01 0.408553747 4.145693e-03
## 1117 No 2.302890e-02 0.684197743 2.289713e-03
## 1118 No 1.983399e-01 0.074535825 4.383376e-03
## 1119 No 1.485393e-01 0.409649312 4.589285e-03
## 1120 No -5.502437e-02 0.966022079 5.011866e-03
## 1121 No 1.596478e-01 0.362388170 4.841923e-03
## 1122 No 1.680481e-01 0.314711953 4.940553e-03
## 1123 Yes -2.585577e-01 0.151387557 -3.313803e-02
## 1124 Yes -8.104742e-02 0.570320307 -3.309324e-03
## 1125 No 2.102644e-01 0.027399968 4.879840e-03
## 1126 No 1.410080e-01 0.359531132 3.568189e-03
## 1127 No 4.925676e-01 -1.789952787 6.457753e-03
## 1128 Yes 1.011154e-01 0.206523667 -2.062605e-03
## 1129 Yes 2.359809e-01 -0.360371965 -4.871986e-04
## 1130 No 8.653900e-02 0.693929707 4.093438e-03
## 1131 No 2.339531e-01 -0.115860395 5.132783e-03
## 1132 No 6.906544e-02 0.495396633 1.301470e-03
## 1133 No 6.688111e-02 0.690917432 3.535142e-03
## 1134 Yes 7.839244e-02 -0.041783832 -1.151845e-02
## 1135 No 7.838028e-01 -3.703866689 5.121102e-03
## 1136 Yes -1.109708e-01 0.565734652 -4.491467e-03
## 1137 No 3.012795e-01 -0.595179501 4.116887e-03
## 1138 No 3.164038e-01 -0.641824002 5.717076e-03
## 1139 Yes 1.042139e-01 -0.625412187 -3.557392e-02
## 1140 Yes 9.154588e-02 0.205056714 -2.887333e-03
## 1141 Yes 7.811911e-01 -3.704269561 2.478910e-03
## 1142 No 9.139725e-03 0.731033435 2.585484e-03
## 1143 No 2.161155e-01 -0.118595638 2.795873e-03
## 1144 No 5.936769e-02 0.787693458 4.070850e-03
## 1145 Yes -9.684557e-03 0.336433527 -6.727538e-03
## 1146 No 2.704800e-01 -0.404045171 3.970742e-03
## 1147 Yes -1.208561e+00 0.250618104 -7.182311e-02
## 1148 Yes -3.024406e-01 0.340527523 -2.357110e-02
## 1149 No 1.733845e-01 0.119674026 2.663482e-03
## 1150 Yes -8.514866e-02 0.422797032 -8.221361e-03
## 1151 Yes 3.745255e-01 -1.318419992 -8.343350e-03
## 1152 No 1.188409e-01 0.600952483 4.587393e-03
## 1153 No 3.467244e-04 0.680722041 1.645525e-03
## 1154 No 8.652364e-02 0.595999976 3.310678e-03
## 1155 No 1.514929e-01 0.361138216 4.284665e-03
## 1156 Yes 7.672618e-01 -3.706418207 -1.161278e-02
## 1157 No 3.418585e-01 -0.833778170 4.916563e-03
## 1158 No 1.790875e-01 0.218476418 4.675125e-03
## 1159 No 4.147206e-01 -1.312248334 4.717167e-03
## 1160 No 1.748975e-01 0.168870083 3.608026e-03
## 1161 No 1.675075e-01 0.265665227 4.333330e-03
## 1162 No 4.402053e-02 0.932232552 4.563893e-03
## 1163 No -4.705598e-02 0.918278978 4.415021e-03
## 1164 No 2.321913e-01 -0.116130543 4.901977e-03
## 1165 No 6.001749e-03 1.024334895 5.009484e-03
## 1166 Yes 7.725164e-01 -3.705607668 -6.296943e-03
## 1167 Yes 2.215475e-01 -0.362585705 -2.870979e-03
## 1168 No 4.157561e-01 -1.312089345 5.053621e-03
## 1169 No 1.134713e-01 0.502202196 3.559525e-03
## 1170 No 2.169021e-01 -0.020546461 4.811441e-03
## 1171 Yes -1.390183e+00 0.173808969 -9.148989e-02
## 1172 No 7.595398e-02 0.692307713 3.792817e-03
## 1173 No 9.849300e-02 0.597834238 3.783535e-03
## 1174 Yes -1.800556e-01 -0.179345033 -4.910660e-02
## 1175 Yes 1.146338e-01 -0.378983781 -2.052861e-02
## 1176 No 4.762322e-02 0.590038624 1.773892e-03
## 1177 No 1.495092e-01 0.360834169 4.152563e-03
## 1178 No 1.134547e-01 0.600127065 4.374607e-03
## 1179 Yes -1.172563e-01 0.270979782 -1.625490e-02
## 1180 Yes 1.904596e-01 -0.416319030 -9.816760e-03
## 1181 Yes 8.840674e-02 0.106646265 -5.731345e-03
## 1182 No 1.921401e-01 0.073585317 3.735433e-03
## 1183 No 1.410080e-01 0.359531132 3.568189e-03
## 1184 No 2.643130e-01 -0.356026474 4.192074e-03
## 1185 No 1.054093e-01 0.696821296 4.630695e-03
## 1186 No 5.660024e-02 0.591414321 2.128535e-03
## 1187 No 3.344764e-01 -0.834910995 3.137119e-03
## 1188 No 2.739750e-01 -0.452473755 3.244191e-03
## 1189 No 6.377262e-01 -2.746979902 5.939219e-03
## 1190 No 1.943457e-01 0.122887540 4.734206e-03
## 1191 Yes -1.530325e-01 0.216530044 -2.141446e-02
## 1192 No -7.214001e-03 0.679563474 1.430796e-03
## 1193 No 1.141899e-01 0.453348488 3.062497e-03
## 1194 No 1.140532e-01 0.600218779 4.398250e-03
## 1195 Yes 4.016176e-02 -0.145576609 -2.025586e-02
## 1196 Yes 2.252572e-02 0.341370601 -4.524751e-03
## 1197 No 1.616170e-01 0.215798272 3.162113e-03
## 1198 No 1.514929e-01 0.361138216 4.284665e-03
## 1199 No 2.324115e-01 -0.116096774 4.930828e-03
## 1200 No 4.197097e-01 -1.311482297 6.338262e-03
## 1201 Yes -2.718530e-02 0.578574487 -1.181466e-03
## 1202 No 1.960452e-01 0.123148096 4.902103e-03
## 1203 No 1.932126e-01 0.122713837 4.622275e-03
## 1204 No 3.108413e-01 -0.642677414 4.550234e-03
## 1205 No 2.149512e-01 -0.020845581 4.583239e-03
## 1206 No 2.716398e-01 -0.354902720 5.398390e-03
## 1207 No 2.117749e-01 0.027631551 5.050340e-03
## 1208 No 2.350541e-01 -0.115691553 5.277037e-03
## 1209 No 2.954208e-01 -0.498148760 5.809474e-03
## 1210 No 2.074033e-01 0.075925387 5.342601e-03
## 1211 No 7.879380e-01 -3.703228810 9.304573e-03
## 1212 No 9.375638e-02 0.499180720 2.555656e-03
## 1213 No 1.312788e-01 0.358039873 2.905075e-03
## 1214 No 6.759884e-02 0.642063660 3.101892e-03
## 1215 No 5.747392e-03 0.828441403 3.670223e-03
## 1216 Yes 3.274586e-01 -1.325646758 -2.363670e-02
## 1217 No 3.035111e-01 -0.594837151 4.564404e-03
## 1218 No 1.535775e-01 0.410421516 4.902510e-03
## 1219 Yes -3.973390e-01 0.559011615 -1.341600e-02
## 1220 Yes 1.930582e-01 -0.366955306 -7.579970e-03
## 1221 No 3.565385e-02 0.588204362 1.301035e-03
## 1222 No 1.881434e-01 0.072972559 3.312219e-03
## 1223 No 1.322657e-01 0.456118870 4.088934e-03
## 1224 No 9.569746e-02 0.646369510 4.054097e-03
## 1225 No 1.368004e-01 0.456813880 4.345326e-03
## 1226 No 1.224317e-01 0.601502762 4.729250e-03
## 1227 Yes 4.856476e-02 0.345361769 -2.747119e-03
## 1228 No 1.196643e-01 0.405223625 2.786935e-03
## 1229 No 2.185378e-01 -0.118224185 3.113231e-03
## 1230 No 2.589673e-01 -0.356846378 3.309192e-03
## 1231 No 2.310902e-01 -0.116299385 4.757723e-03
## 1232 No 1.056832e-01 0.647899726 4.394852e-03
## 1233 No 5.643719e-02 0.934134873 4.584234e-03
## 1234 No 2.909077e-01 -0.596770695 2.027897e-03
## 1235 No 2.371347e-01 -0.262265692 2.352266e-03
## 1236 No 4.722322e-02 0.687905158 2.976846e-03
## 1237 No 1.002884e-01 0.598109377 3.854464e-03
## 1238 No 3.769843e-02 0.833336880 4.059264e-03
## 1239 No 1.074700e-01 0.599209934 4.138178e-03
## 1240 No 1.774821e-01 0.218230316 4.537815e-03
## 1241 No 3.245191e-01 -0.689543776 5.915277e-03
## 1242 No 9.151629e-02 0.449873440 1.780537e-03
## 1243 No 1.663703e-01 0.216526919 3.574910e-03
## 1244 No 1.847149e-01 0.121411061 3.782793e-03
## 1245 Yes 2.227676e-01 -0.607224353 -1.170000e-02
## 1246 Yes 1.450586e-01 0.115331439 -1.347934e-04
## 1247 Yes 3.231675e-01 -0.836646398 4.233760e-04
## 1248 Yes 5.337327e-01 -2.126394106 1.588326e-03
## 1249 No 1.141167e-01 0.306445213 9.325661e-04
## 1250 No 2.295487e-01 -0.116535764 4.555768e-03
## 1251 No 1.974615e-01 0.123365225 5.042017e-03
## 1252 Yes -1.222359e-02 0.580867314 -5.903946e-04
## 1253 No 1.919502e-01 -0.024372277 1.871062e-03
## 1254 No 2.646904e-01 -0.355968595 4.250643e-03
## 1255 No 3.049568e-01 -0.594615356 4.863327e-03
## 1256 Yes 6.587741e-02 -1.071999436 -7.832725e-02
## 1257 No 6.856960e-02 0.593248583 2.601392e-03
## 1258 No 8.652364e-02 0.595999976 3.310678e-03
## 1259 No 2.273465e-01 -0.116873448 4.267261e-03
## 1260 No 1.008729e-01 0.696126156 4.501857e-03
## 1261 No 1.597049e-01 0.313433092 4.322121e-03
## 1262 No 2.639641e-01 -0.307115475 5.321667e-03
## 1263 No 2.498079e-01 -0.211357690 5.343062e-03
## 1264 No 7.878758e-01 -3.703238402 9.241664e-03
## 1265 Yes -1.591398e-01 0.215593859 -2.190427e-02
## 1266 No 3.864619e-02 0.588662928 1.419249e-03
## 1267 No 2.590036e-01 -0.405805469 1.992607e-03
## 1268 No 7.455428e-02 0.594165714 2.837821e-03
## 1269 No 2.904914e-01 -0.547869679 3.477245e-03
## 1270 No 2.830610e-01 -0.451080049 4.872644e-03
## 1271 No 1.510836e-01 0.361075475 4.258418e-03
## 1272 No 6.104726e-02 0.836914344 4.343562e-03
## 1273 No 7.208725e-02 0.887569263 4.583046e-03
## 1274 Yes 3.308809e-01 -1.080290329 -8.495044e-03
## 1275 Yes 2.217237e-01 -0.264629155 1.382823e-05
## 1276 No 2.823433e-01 -0.500154833 3.375143e-03
## 1277 No 3.753067e-01 -1.073471100 3.997100e-03
## 1278 No 3.374921e-01 -0.834448221 3.860784e-03
## 1279 No 2.997708e-01 -0.595410953 3.818832e-03
## 1280 No 3.045483e-01 -0.594678031 4.773303e-03
## 1281 No 3.432722e-01 -0.833561237 5.247808e-03
## 1282 No 5.490283e-02 0.835972906 4.268747e-03
## 1283 No 1.158486e-01 0.600493918 4.469179e-03
## 1284 No 1.658442e-01 0.314374138 4.779600e-03
## 1285 No 1.218333e-01 0.601411049 4.705607e-03
## 1286 No 1.411226e-01 0.506439987 4.964247e-03
## 1287 Yes 2.992184e-01 -1.329982818 -3.281270e-02
## 1288 Yes 3.330909e-01 -1.030985333 -5.487719e-03
## 1289 Yes 4.139707e-01 -1.459261428 -3.333639e-03
## 1290 Yes -9.854551e-02 0.714532907 1.146649e-04
## 1291 No 1.733845e-01 0.119674026 2.663482e-03
## 1292 No 1.312788e-01 0.358039873 2.905075e-03
## 1293 No 9.250832e-02 0.596917107 3.547107e-03
## 1294 No 7.365424e-02 0.691955314 3.728832e-03
## 1295 No 6.301386e-02 0.739288528 3.820459e-03
## 1296 No 2.810859e-01 -0.500347721 3.137394e-03
## 1297 No 1.733845e-01 0.119674026 2.663482e-03
## 1298 No 1.798995e-01 0.120672821 3.307086e-03
## 1299 No 1.128562e-01 0.600035352 4.350964e-03
## 1300 No 1.477207e-01 0.409523830 4.536791e-03
## 1301 No 2.858590e-01 -0.450650848 5.376127e-03
## 1302 No 1.974615e-01 0.123365225 5.042017e-03
## 1303 No 1.224317e-01 0.601502762 4.729250e-03
## 1304 No 2.295487e-01 -0.116535764 4.555768e-03
## 1305 No 1.183843e-01 0.502955150 3.810709e-03
## 1306 Yes 2.227090e-01 -0.509302682 -7.759826e-03
## 1307 Yes 3.933523e-01 -1.315529286 -2.226012e-03
## 1308 No 3.059792e-01 -0.692388349 1.898251e-03
## 1309 No 4.130669e-02 0.735962354 3.322261e-03
## 1310 No 1.231963e-01 0.454728850 3.576150e-03
## 1311 No 3.438690e-01 -0.833469654 5.399006e-03
## 1312 No 1.349740e-01 0.456533944 4.242943e-03
## 1313 No 9.561187e-02 0.695319988 4.351113e-03
## 1314 No 2.343935e-01 -0.115792858 5.190484e-03
## 1315 Yes 2.079327e-01 -0.609500247 -1.468402e-02
## 1316 Yes -4.195557e-01 0.861209346 3.804814e-03
## 1317 No 4.342880e-01 -1.505107365 1.128264e-03
## 1318 No 1.771602e-01 0.022324394 1.190871e-03
## 1319 No 2.163357e-01 -0.118561869 2.824724e-03
## 1320 No 1.762171e-01 0.120108285 2.943310e-03
## 1321 No 1.559855e-01 0.263899024 3.407956e-03
## 1322 No 2.634011e-01 -0.356166344 4.045216e-03
## 1323 No 2.253646e-01 -0.117177364 4.007604e-03
## 1324 No 1.906633e-01 0.122323004 4.370430e-03
## 1325 No 1.838996e-01 0.170250119 4.440565e-03
## 1326 No 1.534135e-01 0.361432605 4.417635e-03
## 1327 No 8.642230e-02 0.742875388 4.358999e-03
## 1328 No 1.003477e-01 0.745009162 4.677394e-03
## 1329 No 9.298633e-02 0.792844628 4.660109e-03
## 1330 No 1.021120e-01 0.745279505 4.716868e-03
## 1331 No 1.733845e-01 0.119674026 2.663482e-03
## 1332 No 1.174395e-01 0.502810354 3.759951e-03
## 1333 No 2.271263e-01 -0.116907216 4.238410e-03
## 1334 No 1.875474e-01 0.121845320 4.062620e-03
## 1335 No 1.295575e-01 0.455703796 3.934925e-03
## 1336 No 9.100385e-02 0.645650259 3.895541e-03
## 1337 No 1.050216e-01 0.647798355 4.372077e-03
## 1338 No 1.960452e-01 0.123148096 4.902103e-03
## 1339 No 1.968950e-01 0.123278373 4.986051e-03
## 1340 No 2.350541e-01 -0.115691553 5.277037e-03
## 1341 No 3.471360e-01 -0.832968316 6.182976e-03
## 1342 Yes 7.596405e-02 0.202668096 -4.235052e-03
## 1343 Yes 2.375846e-01 -0.360125993 -2.223341e-04
## 1344 No 3.320073e-01 -0.884255143 6.434844e-04
## 1345 No 2.557599e-01 -0.357338320 2.779463e-03
## 1346 No 3.172916e-01 -0.690652685 4.356885e-03
## 1347 No 5.819039e-02 0.885440089 4.487437e-03
## 1348 No 1.556243e-01 0.410735220 5.033744e-03
## 1349 Yes 2.304780e-01 -0.361215979 -1.399799e-03
## 1350 No 2.119313e-01 -0.119237238 2.247709e-03
## 1351 No 1.790497e-01 0.120542543 3.223137e-03
## 1352 No 2.625522e-01 -0.356296556 3.897491e-03
## 1353 No 2.659167e-01 -0.355780503 4.456938e-03
## 1354 No 1.003911e-01 0.647088762 4.212653e-03
## 1355 No 6.035458e-01 -2.507398588 7.410771e-03
## 1356 No 4.207452e-01 -1.311323308 6.674715e-03
## 1357 Yes 2.890680e-01 -0.792913614 -5.634205e-03
## 1358 No 7.875338e-01 -3.703291159 8.895663e-03
## 1359 Yes 3.980590e-01 -1.314806609 -6.966772e-04
## 1360 Yes 6.590556e-01 -2.988540336 -5.430345e-03
## 1361 Yes 2.026805e-01 -0.365479479 -5.990783e-03
## 1362 Yes 7.802894e-01 -3.704408647 1.566724e-03
## 1363 Yes 1.080189e-01 0.272867710 -1.265575e-04
## 1364 No 2.097291e-01 -0.119574922 1.959202e-03
## 1365 No 2.523954e-01 -0.357854374 2.220016e-03
## 1366 No 2.163357e-01 -0.118561869 2.824724e-03
## 1367 No 1.733845e-01 0.119674026 2.663482e-03
## 1368 No 2.611056e-01 -0.356518417 3.662345e-03
## 1369 No 1.002884e-01 0.598109377 3.854464e-03
## 1370 No 1.932126e-01 0.122713837 4.622275e-03
## 1371 No 1.932126e-01 0.122713837 4.622275e-03
## 1372 Yes 3.980590e-01 -1.314806609 -6.966772e-04
## 1373 No 9.849300e-02 0.597834238 3.783535e-03
## 1374 No 1.002884e-01 0.598109377 3.854464e-03
## 1375 No 6.026700e-01 -2.507533270 6.912704e-03
## 1376 No 1.951954e-01 0.123017818 4.818155e-03
## 1377 No 7.876582e-01 -3.703271975 9.021481e-03
## 1378 Yes 1.722922e-01 -0.125315554 -2.945423e-03
## 1379 No 2.101686e-01 -0.021578894 4.011432e-03
## 1380 No 2.502812e-01 -0.260249505 4.339288e-03
## 1381 No 6.022011e-01 -2.507605407 6.632216e-03
## 1382 No 2.164617e-01 -0.020613998 4.753739e-03
## 1383 No 7.702278e-02 0.839362082 4.538082e-03
## 1384 Yes 2.333659e-01 -0.507667931 -5.770409e-03
## 1385 No 5.407764e-01 -2.125311332 5.094097e-03
## 1386 No 2.607282e-01 -0.356576296 3.603776e-03
## 1387 Yes 1.944010e-02 0.340897648 -4.737329e-03
## 1388 No 1.393303e-01 0.212381820 1.237171e-03
## 1389 No 4.130262e-01 -1.312508498 4.166607e-03
## 1390 No 2.066771e-01 0.026849951 4.482873e-03
## 1391 No 3.457853e-01 -0.833175592 5.850862e-03
## 1392 No 1.746538e-01 0.266760662 4.904477e-03
## 1393 No 2.354946e-01 -0.115624016 5.334738e-03
## 1394 Yes 7.480188e-01 -3.611443620 -1.531540e-02
## 1395 No 4.187684e-01 -1.311626832 6.032395e-03
## 1396 No 4.168857e-01 -1.311915903 5.420661e-03
## 1397 No 2.005774e-01 0.123842910 5.349827e-03
## 1398 No 1.832650e-01 0.023260383 1.872005e-03
## 1399 No 7.875649e-01 -3.703286363 8.927117e-03
## 1400 No 1.236287e-01 0.601686188 4.776536e-03
## 1401 No 6.045148e-01 -2.507249517 8.003202e-03
## 1402 No 3.457853e-01 -0.833175592 5.850862e-03
## 1403 No 1.221119e-01 0.258706582 6.860623e-04
## 1404 No -6.184133e-02 0.818085587 2.847254e-03
## 1405 No -3.111919e-02 0.822792776 3.221331e-03
## 1406 No 1.231963e-01 0.454728850 3.576150e-03
## 1407 Yes -1.176088e+01 -0.755362341 1.353533e-01
## 1408 No 1.263959e-01 0.438897964 3.582270e-03
## 1409 Yes 2.375396e-01 -0.604958117 -8.715106e-03
## 1410 No 1.434959e-02 0.829759416 3.774965e-03
## 1411 No 1.062731e-01 0.599026508 4.090893e-03
## 1412 No 6.899906e-02 0.887096113 4.561799e-03
## 1413 Yes -1.580339e-01 -0.175968190 -4.622153e-02
## 1414 No 5.412462e-01 -2.125239129 5.310808e-03
## 1415 No 1.559855e-01 0.263899024 3.407956e-03
## 1416 No 8.763326e-02 0.645133749 3.782534e-03
## 1417 No 1.534135e-01 0.361432605 4.417635e-03
## 1418 Yes 7.818440e-01 -3.704168843 3.139458e-03# Means of scores
tabmeansPC <- aggregate(layofftyp_pca[,2:4],by=list(Laid_Off_Yes_No=layoff$Laid_Off_Yes_No),mean)
tabmeansPC## Laid_Off_Yes_No PC1 PC2 PC3
## 1 No 0.1563839 0.03423861 0.004132902
## 2 Yes -0.4665161 -0.10213879 -0.012329050tabmeansPC <- tabmeansPC[rev(order(tabmeansPC$Laid_Off_Yes_No)),]
tabmeansPC## Laid_Off_Yes_No PC1 PC2 PC3
## 2 Yes -0.4665161 -0.10213879 -0.012329050
## 1 No 0.1563839 0.03423861 0.004132902tabfmeans <- t(tabmeansPC[,-1])
tabfmeans## 2 1
## PC1 -0.46651607 0.156383916
## PC2 -0.10213879 0.034238614
## PC3 -0.01232905 0.004132902colnames(tabfmeans) <- t(as.vector(tabmeansPC[1]$Laid_Off_Yes_No))
tabfmeans## Yes No
## PC1 -0.46651607 0.156383916
## PC2 -0.10213879 0.034238614
## PC3 -0.01232905 0.004132902# Standard deviations of scores
tabsdsPC <- aggregate(layofftyp_pca[,2:4],by=list(Laid_Off_Yes_No=layoff$Laid_Off_Yes_No),sd)
tabfsds <- t(tabsdsPC[,-1])
colnames(tabfsds) <- t(as.vector(tabsdsPC[1]$Laid_Off_Yes_No))
tabfsds## No Yes
## PC1 0.673318614 2.5359337
## PC2 0.966367400 1.0443219
## PC3 0.008880437 0.0349253t.test(PC1~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## Welch Two Sample t-test
##
## data: PC1 by layoff$Laid_Off_Yes_No
## t = 4.5807, df = 371.91, p-value = 6.332e-06
## alternative hypothesis: true difference in means between group No and group Yes is not equal to 0
## 95 percent confidence interval:
## 0.355508 0.890292
## sample estimates:
## mean in group No mean in group Yes
## 0.1563839 -0.4665161t.test(PC2~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## Welch Two Sample t-test
##
## data: PC2 by layoff$Laid_Off_Yes_No
## t = 2.1719, df = 572.27, p-value = 0.03027
## alternative hypothesis: true difference in means between group No and group Yes is not equal to 0
## 95 percent confidence interval:
## 0.01304623 0.25970857
## sample estimates:
## mean in group No mean in group Yes
## 0.03423861 -0.10213879t.test(PC3~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## Welch Two Sample t-test
##
## data: PC3 by layoff$Laid_Off_Yes_No
## t = 8.7985, df = 370.5, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group No and group Yes is not equal to 0
## 95 percent confidence interval:
## 0.01278286 0.02014104
## sample estimates:
## mean in group No mean in group Yes
## 0.004132902 -0.012329050## F ratio tests
var.test(PC1~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## F test to compare two variances
##
## data: PC1 by layoff$Laid_Off_Yes_No
## F = 0.070496, num df = 1061, denom df = 355, p-value < 2.2e-16
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.05924824 0.08326827
## sample estimates:
## ratio of variances
## 0.07049616var.test(PC2~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## F test to compare two variances
##
## data: PC2 by layoff$Laid_Off_Yes_No
## F = 0.85628, num df = 1061, denom df = 355, p-value = 0.06789
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.7196574 1.0114161
## sample estimates:
## ratio of variances
## 0.8562799var.test(PC3~layoff$Laid_Off_Yes_No,data=layofftyp_pca)##
## F test to compare two variances
##
## data: PC3 by layoff$Laid_Off_Yes_No
## F = 0.064653, num df = 1061, denom df = 355, p-value < 2.2e-16
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.05433734 0.07636643
## sample estimates:
## ratio of variances
## 0.06465296# Levene's tests (one-sided)
library(car)## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:purrr':
##
## some## The following object is masked from 'package:dplyr':
##
## recode(LTPC1 <- leveneTest(PC1~layoff$Laid_Off_Yes_No,data=layofftyp_pca))## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 45.43 2.296e-11 ***
## 1416
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1(p_PC1_1sided <- LTPC1[[3]][1]/2)## [1] 1.147807e-11(LTPC2 <- leveneTest(PC2~layoff$Laid_Off_Yes_No,data=layofftyp_pca))## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 1.2444 0.2648
## 1416(p_PC2_1sided=LTPC2[[3]][1]/2)## [1] 0.1324095(LTPC3 <- leveneTest(PC3~layoff$Laid_Off_Yes_No,data=layofftyp_pca))## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 124.78 < 2.2e-16 ***
## 1416
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1(p_PC3_1sided <- LTPC3[[3]][1]/2)## [1] 3.975424e-28# Plotting the scores for the first and second components
plot(layofftyp_pca$PC1, layofftyp_pca$PC2,pch=ifelse(layofftyp_pca$Laid_Off_Yes_No == "Yes",1,16),xlab="PC1", ylab="PC2", main="Layoff against values for PC1 & PC2")
abline(h=0)
abline(v=0)
legend("bottomleft", legend=c("Layoff","No Layoff"), pch=c(1,16))
plot(eigen_layoff, xlab = "Component number", ylab = "Component variance", type = "l", main = "Scree diagram")
plot(log(eigen_layoff), xlab = "Component number",ylab = "log(Component variance)", type="l",main = "Log(eigenvalue) diagram")
print(summary(layoff_pca))## Importance of components:
## PC1 PC2 PC3
## Standard deviation 1.4225 0.9879 0.02039
## Proportion of Variance 0.6745 0.3253 0.00014
## Cumulative Proportion 0.6745 0.9999 1.00000diag(cov(layoff_pca$x))## PC1 PC2 PC3
## 2.0236093687 0.9759750016 0.0004156297xlim <- range(layoff_pca$x[,1])
layoff_pca$x[,1]## [1] 8.741866e-02 1.733845e-01 -8.104742e-02 6.856960e-02 2.337609e-02
## [6] 2.434597e-01 7.378512e-02 1.401405e-02 2.946350e-01 7.619762e-01
## [11] 7.833986e-01 -8.641905e-02 1.903800e-01 -3.523376e-01 3.132612e-01
## [16] -2.382298e-02 -3.247451e-01 1.592215e-01 2.101696e-01 -6.902156e-01
## [21] -1.085719e-01 -3.503581e-01 6.458137e-02 -3.279044e-01 1.308956e-01
## [26] 4.147206e-01 1.677193e-01 1.648867e-01 1.393950e-01 7.725164e-01
## [31] 2.746696e-02 2.562884e-01 1.877074e-01 1.074700e-01 -1.288722e+00
## [36] -8.846585e-02 8.575101e-02 2.441169e-01 1.960452e-01 -4.832359e-02
## [41] -6.541468e-03 1.456109e-01 1.943139e-01 -1.685510e-01 2.304780e-01
## [46] 1.068141e-01 3.374921e-01 3.227280e-01 1.292811e-01 -1.426321e-01
## [51] 1.104624e-01 2.482760e-01 2.761504e-01 4.130669e-02 8.034177e-02
## [56] 2.052376e-01 1.044777e-01 1.521401e-01 -1.029309e-01 1.903800e-01
## [61] 1.030371e-01 6.856960e-02 3.440261e-01 2.163357e-01 -8.703211e-02
## [66] 1.534135e-01 1.949122e-01 1.506491e-01 3.027882e-01 1.875474e-01
## [71] 1.014853e-01 3.061511e-01 1.875474e-01 -5.016248e-01 6.053405e-02
## [76] 2.482760e-01 1.819436e-01 -2.497476e-02 -1.217130e+00 2.519445e-01
## [81] 2.145033e-02 3.027882e-01 4.856476e-02 1.494335e-01 7.858860e-01
## [86] -6.197556e-01 3.746589e-02 6.856960e-02 9.735229e-02 6.994503e-02
## [91] 2.730850e-02 -2.768964e-01 -5.112402e-02 1.361867e-01 1.647648e-01
## [96] 6.990540e-02 5.970115e-01 5.839564e-02 -7.923405e-02 2.678978e-01
## [101] 1.124243e-01 2.393455e-01 2.480618e-01 5.213362e-01 2.651879e-01
## [106] 2.485514e-01 3.797401e-02 1.612813e-01 1.762171e-01 9.250832e-02
## [111] 1.471793e-01 2.155800e-01 4.818249e-02 2.850101e-01 2.218411e-01
## [116] 2.609925e-02 1.762009e-02 8.034177e-02 7.865078e-01 1.277310e-01
## [121] -4.944328e-03 2.446912e-01 1.262095e-01 7.879380e-01 -2.232864e-01
## [126] 1.130484e-01 1.164470e-01 1.140532e-01 1.167327e-01 9.475488e-02
## [131] 1.514929e-01 2.700361e-01 7.455428e-02 1.912298e-01 -2.419296e-02
## [136] -2.387787e-02 5.490283e-02 -1.196876e+00 3.435235e-01 -4.054173e-01
## [141] 1.881140e-01 6.334780e-01 1.300299e-01 2.810859e-01 7.133036e-01
## [146] 7.600796e-01 -6.486919e-03 2.074941e-01 9.193498e-02 9.710870e-03
## [151] 1.289118e-01 9.375638e-02 -3.908758e-02 3.382460e-01 2.926677e-01
## [156] 7.096943e-02 9.250832e-02 6.657743e-02 1.107184e-01 7.693880e-02
## [161] -1.883033e-02 2.409379e-01 8.763326e-02 -5.164216e-01 -1.712226e-01
## [166] 7.455428e-02 -1.281856e-01 1.252304e-01 2.163357e-01 2.678978e-01
## [171] 9.712401e-02 1.677193e-01 8.915184e-02 5.061556e-02 2.616402e-01
## [176] 5.823169e-02 1.361867e-01 5.431838e-02 1.313780e-01 1.044777e-01
## [181] 1.572932e-01 -1.601433e-02 2.144410e-01 2.879533e-01 4.392696e-04
## [186] 2.067704e-01 3.797401e-02 9.370526e-02 -5.230489e-01 1.159171e-01
## [191] 1.762009e-02 -1.021132e+00 1.788987e-01 6.761389e-02 -4.497857e-01
## [196] -2.620773e-01 2.922143e-01 1.104624e-01 2.565086e-01 -3.398859e-01
## [201] 1.118834e-01 8.652364e-02 2.858642e-01 1.404534e-01 1.277310e-01
## [206] 9.331213e-02 2.168936e-01 -2.519073e-02 -8.637892e-03 -3.741882e-02
## [211] 7.080119e-02 9.375638e-02 1.542582e-01 1.889637e-01 1.397540e-01
## [216] 2.622974e-01 2.922143e-01 4.107670e-01 2.625522e-01 -6.569392e-01
## [221] 1.322657e-01 2.001567e-02 7.163094e-02 9.516422e-02 2.611056e-01
## [226] 1.257852e-01 6.138798e-02 7.381973e-02 6.092070e-02 1.103768e-01
## [231] 1.336088e-01 -9.051428e-02 2.346137e-01 1.804660e-01 1.739612e-01
## [236] 3.357329e-01 -3.787885e-01 7.756256e-01 -2.259231e-01 3.382460e-01
## [241] 2.284476e-01 7.970282e-02 3.249276e-01 2.053248e-01 7.231959e-01
## [246] 1.733845e-01 2.215475e-01 1.055298e-01 1.596653e-01 1.974615e-01
## [251] 1.825422e-01 1.097932e-01 1.356742e-01 3.753067e-01 -1.046295e-01
## [256] 5.996378e-01 2.341733e-01 1.584828e-01 -6.955236e-01 2.559110e-01
## [261] -2.267015e-01 2.896995e-01 2.361552e-01 -6.892810e-01 1.107184e-01
## [266] 1.579104e-01 5.061556e-02 8.053896e-02 6.127858e-02 -2.435288e+01
## [271] -2.422327e-01 2.273465e-01 -2.859147e-01 1.487536e-01 1.983399e-01
## [276] 2.650048e-01 2.313105e-01 2.705707e-01 -4.166638e+00 6.856960e-02
## [281] 1.804660e-01 1.368256e-01 2.723316e-01 -1.455786e-01 -2.422327e-01
## [286] 1.487536e-01 4.856476e-02 1.340181e-01 -5.226736e-01 -2.454084e-01
## [291] 3.301060e-02 5.547881e-01 -2.891808e-01 1.194939e-01 1.212348e-01
## [296] -6.876074e-01 -2.625773e-01 -4.429308e-02 1.450586e-01 1.159171e-01
## [301] 5.327180e-02 5.438970e-02 2.097291e-01 -1.642293e-01 4.562291e-02
## [306] 2.341733e-01 8.722789e-03 -6.312859e+00 2.648891e-01 5.478419e-01
## [311] 1.733845e-01 2.267621e-02 2.393455e-01 5.490283e-02 2.587730e-01
## [316] -2.857557e+00 2.810859e-01 -2.785419e-01 8.840674e-02 -9.337865e-02
## [321] -9.877104e-02 -2.778585e-01 -5.336595e-02 -1.928003e-02 2.752579e-02
## [326] -6.996948e-02 7.861969e-01 -3.286339e-01 2.073068e-01 3.261121e-02
## [331] -5.908804e-02 1.733845e-01 5.801490e-01 -2.515043e-01 1.937248e-01
## [336] -1.129001e-01 2.798129e-01 3.565385e-02 -6.486919e-03 1.105109e-01
## [341] 1.189585e-01 -2.869608e-01 4.442991e-02 -6.307022e-02 3.692743e-02
## [346] 9.028784e-02 2.330722e-01 -3.397851e-01 -6.876074e-01 -2.066609e-02
## [351] 6.856960e-02 7.854818e-01 1.030371e-01 -1.541840e-01 2.273465e-01
## [356] 2.339531e-01 1.301138e-01 1.765003e-01 -2.768964e-01 3.059194e-03
## [361] 6.856960e-02 -4.173908e-01 -1.317333e-01 7.455428e-02 2.495264e-01
## [366] 3.769843e-02 2.744397e-02 1.182424e-01 -1.630839e+00 -1.009347e+00
## [371] -3.279044e-01 9.832081e-02 -2.243790e-01 1.289118e-01 1.326061e-01
## [376] 1.083922e-01 3.462854e-01 -1.556089e-01 -1.564388e-01 1.620541e-01
## [381] 1.209604e-01 -2.796872e-03 1.110608e-01 2.337328e-01 1.732686e-01
## [386] -6.131219e+00 -5.336595e-02 7.872851e-01 2.627464e-01 -6.486919e-03
## [391] 1.145596e-01 3.692743e-02 -2.608236e-01 6.994386e-02 9.849300e-02
## [396] 1.903800e-01 2.562884e-01 -5.121492e-01 -2.333059e-01 1.044777e-01
## [401] 1.695853e-01 1.573178e-01 -1.212586e+01 -9.189028e-01 -2.880039e-01
## [406] -3.745690e-02 -6.486919e-03 1.098639e-01 2.486127e-01 2.945849e-01
## [411] -3.111919e-02 7.963210e-02 -1.219709e+01 -1.408942e-01 -2.065252e-01
## [416] 1.238141e-01 -2.819409e-02 1.620541e-01 1.003932e-01 8.931579e-02
## [421] 9.375638e-02 1.953647e-02 2.079346e-01 4.562291e-02 2.770201e-01
## [426] 3.570073e-02 -5.112402e-02 -5.106322e-01 7.816574e-01 1.098997e-01
## [431] 6.258492e-02 5.282767e-01 6.008082e-02 2.660739e-01 2.572065e-01
## [436] 3.657017e-01 6.361455e-02 3.332198e-01 3.265485e-01 2.390847e-01
## [441] 1.242889e-01 1.811569e-01 2.668287e-01 2.042454e-02 -2.400298e-01
## [446] 6.919491e-02 -2.796872e-03 -6.738580e-02 1.946758e-01 8.163580e-02
## [451] 6.856960e-02 1.715925e-01 6.017010e-01 2.418068e-02 1.903800e-01
## [456] 4.583764e-02 4.481003e-01 9.849300e-02 -1.185443e-02 1.238141e-01
## [461] 4.261397e-02 4.027656e-01 1.632199e-01 -5.502437e-02 1.695853e-01
## [466] 2.317509e-01 9.107543e-02 2.922143e-01 1.553342e-01 -2.489133e+01
## [471] -4.659328e+00 1.801827e-01 9.514754e-02 6.719169e-02 8.293283e-02
## [476] -2.744230e+00 1.083011e-01 1.612813e-01 2.160204e-01 3.450314e-01
## [481] 1.422799e-01 2.317509e-01 2.707279e-01 6.884269e-02 -2.110313e-01
## [486] 2.686250e-01 1.847149e-01 2.393455e-01 7.235264e-03 1.044777e-01
## [491] 9.078921e-02 7.156194e-02 6.892186e-02 8.840674e-02 2.288881e-01
## [496] 1.164470e-01 1.314956e-01 2.834436e-01 1.124635e-01 7.378418e-03
## [501] 1.297626e-01 -4.402291e-01 1.240317e-01 2.465151e-01 -2.497476e-02
## [506] 4.140617e-01 1.803625e-02 1.534135e-01 4.583764e-02 -1.086511e-02
## [511] 1.280630e-01 -1.423442e-01 3.864619e-02 9.151629e-02 9.605101e-02
## [516] 4.189919e-02 1.044777e-01 2.696587e-01 1.784580e-01 2.835547e-01
## [521] 5.426349e-02 1.277310e-01 8.956329e-02 9.863616e-02 1.445158e-01
## [526] 8.951598e-02 1.774821e-01 1.468330e-01 6.258492e-02 3.124839e-01
## [531] 1.550139e-01 2.147310e-01 -1.174313e+00 7.897491e-02 2.800556e-01
## [536] 1.912265e-01 -6.486919e-03 1.231963e-01 -3.259089e-02 3.646954e-02
## [541] 4.187684e-01 2.273465e-01 1.988778e-01 3.745255e-01 1.167327e-01
## [546] 7.411608e-03 6.306923e-02 2.917428e-01 1.134547e-01 -9.256348e-02
## [551] 1.818823e-01 1.030371e-01 3.202546e-01 1.960452e-01 -7.214001e-03
## [556] 5.327180e-02 -5.322284e-02 7.275887e-02 -6.996948e-02 -1.020351e+00
## [561] 1.167327e-01 1.719682e-01 -6.729222e-02 2.855499e-01 2.302094e-01
## [566] 1.841828e-01 6.127858e-02 1.150704e-01 -2.061730e+01 -4.946663e+00
## [571] 1.524242e-01 3.231675e-01 5.660024e-02 8.705311e-02 2.053230e-01
## [576] 7.427698e-02 2.013590e-01 -1.464402e-01 7.543940e-04 1.221119e-01
## [581] 7.843314e-01 1.542582e-01 1.098639e-01 -5.226736e-01 1.167327e-01
## [586] 6.709445e-01 1.095534e-01 9.422451e-02 2.013590e-01 8.351471e-02
## [591] 2.572065e-01 6.839325e-02 -4.983218e-01 2.037496e-01 -2.796872e-03
## [596] 2.398999e-01 1.014853e-01 4.049248e-01 -4.832429e+00 -2.400848e-01
## [601] 3.106020e-01 1.796776e-01 1.629039e-01 1.145596e-01 1.068716e-01
## [606] 7.602556e-02 1.553342e-01 4.154737e-01 -6.209777e+00 -8.104742e-02
## [611] -3.383407e-01 4.935052e-02 -4.340805e-02 7.329730e-02 7.818440e-01
## [616] 6.083253e-02 2.013590e-01 -2.606237e-01 -1.667106e-01 1.068141e-01
## [621] -1.755263e-01 1.847149e-01 1.196828e-02 6.610505e-02 4.343394e-02
## [626] 1.822580e-01 6.856960e-02 1.262095e-01 4.168857e-01 -1.518240e-02
## [631] 2.810859e-01 1.647648e-01 1.647648e-01 2.776553e-02 3.032511e-02
## [636] -5.112402e-02 2.469771e-01 1.946289e-01 -2.096312e+01 7.849532e-01
## [641] 3.462317e-01 1.512633e-01 9.710870e-03 -2.768964e-01 1.119750e-01
## [646] -7.452863e-02 3.452438e-01 1.282733e-01 4.199921e-01 8.840674e-02
## [651] 7.491898e-02 7.235264e-03 1.499135e-01 3.305289e-01 5.660024e-02
## [656] 2.901710e-01 2.696587e-01 3.105275e-02 3.855568e-01 1.233049e-01
## [661] -7.743813e-01 2.692813e-01 1.331862e-01 3.346185e-02 1.939968e-01
## [666] 2.026198e-01 1.343880e-01 1.343880e-01 7.860414e-01 -2.980445e+00
## [671] 3.864619e-02 5.980746e-01 -1.708176e-01 6.217133e-02 2.572065e-01
## [676] 1.254952e-01 3.064655e-01 3.836040e-02 7.555078e-01 1.827320e-01
## [681] -1.008514e-01 -8.139566e-02 -1.036450e-01 4.818249e-02 2.273465e-01
## [686] -1.260189e-02 1.488746e-01 1.322657e-01 8.173590e-02 1.903800e-01
## [691] -3.275143e-01 1.233603e-01 1.378594e-01 4.429354e-02 6.227615e-02
## [696] 2.795142e-01 7.849532e-01 -1.424948e-01 1.441205e-01 -1.642293e-01
## [701] 3.669893e-01 1.478912e-01 1.044777e-01 3.127378e-02 1.378594e-01
## [706] 1.917963e-01 -2.971973e-01 2.644702e-01 3.032511e-02 5.965115e-01
## [711] -3.111919e-02 -2.796872e-03 1.525855e-01 2.582384e-01 7.214210e-02
## [716] 7.833986e-01 3.155400e-02 3.646954e-02 2.123564e-02 2.906425e-01
## [721] 2.922143e-01 6.350503e-02 1.262095e-01 4.571108e-02 1.436843e-01
## [726] -1.608613e-01 1.217042e-01 6.856960e-02 8.652364e-02 1.932126e-01
## [731] 1.110608e-01 1.056746e-01 2.580554e-01 8.903725e-02 7.837095e-01
## [736] 1.974615e-01 1.072218e-01 1.626206e-01 7.595398e-02 9.028784e-02
## [741] 4.188625e-01 1.947898e-01 1.159171e-01 9.550066e-02 5.022886e-02
## [746] -9.773614e-01 -4.340805e-02 1.678538e-01 1.054314e-01 1.242931e-01
## [751] 1.130858e-01 1.631428e-01 3.716269e-02 3.454856e-02 3.241106e-01
## [756] -2.047518e-01 2.691717e-01 1.762171e-01 6.839325e-02 8.498722e-02
## [761] 1.002884e-01 1.282733e-01 -2.489693e-02 2.037496e-01 -3.324656e-01
## [766] 2.097291e-01 -4.705598e-02 1.627854e-01 2.664513e-01 -2.907998e-02
## [771] -2.907998e-02 6.719169e-02 4.463087e-02 9.849300e-02 1.692390e-01
## [776] 3.716269e-02 1.119750e-01 3.815035e-02 -3.908758e-02 2.853927e-01
## [781] 1.085583e-01 1.883972e-01 2.267621e-02 5.104925e-02 3.103784e-01
## [786] 2.207400e-01 1.803625e-02 1.864144e-01 1.104624e-01 2.708850e-01
## [791] 9.936071e-02 4.161326e-01 7.857305e-01 2.870223e-01 2.108302e-01
## [796] 5.832793e-02 2.874360e-01 1.847149e-01 -7.566484e-01 -5.190423e-02
## [801] 2.241063e-01 3.811716e-02 -4.700517e-01 6.839325e-02 1.661854e-01
## [806] -1.549243e-03 2.708850e-01 7.874489e-02 1.043601e-01 7.843314e-01
## [811] 1.875474e-01 2.092575e-01 7.333612e-02 2.053248e-01 1.281932e-01
## [816] 9.071292e-02 2.874360e-01 7.825166e-02 1.450586e-01 -1.174272e-01
## [821] 1.517711e-01 1.932126e-01 1.110383e-01 2.051745e-01 4.738722e-02
## [826] 1.104624e-01 4.121790e-01 1.434959e-02 1.949122e-01 1.509170e-01
## [831] 1.440937e-01 2.291083e-01 7.255997e-02 4.856476e-02 2.728039e-01
## [836] 3.332198e-01 2.572065e-01 1.733845e-01 1.647648e-01 1.592134e-01
## [841] -7.692857e-01 1.208723e-01 2.228300e-01 1.395087e-01 7.569704e-01
## [846] 1.950350e-01 -9.256348e-02 1.289118e-01 1.774821e-01 5.424256e-02
## [851] 2.459390e-01 1.774821e-01 1.974615e-01 -4.638980e-02 2.536217e-01
## [856] -2.796872e-03 8.053896e-02 1.771989e-01 9.107543e-02 8.295672e-02
## [861] 2.937861e-01 1.038971e-01 1.035823e-01 1.297534e-01 1.580735e-01
## [866] 2.053248e-01 7.854196e-01 3.999049e-02 8.381761e-02 5.975266e-02
## [871] 7.827768e-01 8.351471e-02 1.932126e-01 1.331862e-01 1.200379e-01
## [876] 7.702278e-02 -2.243790e-01 4.945992e-02 1.703964e-01 1.970480e-01
## [881] 1.903800e-01 2.717970e-01 2.348339e-01 1.522865e-01 2.215475e-01
## [886] 2.302890e-02 3.344764e-01 9.849300e-02 9.107543e-02 4.198980e-01
## [891] -4.944328e-03 -1.662966e-01 -1.934971e-01 2.625522e-01 2.324115e-01
## [896] 1.986009e-01 2.019247e-01 1.405727e-01 1.233603e-01 -5.437223e-01
## [901] 7.427698e-02 1.404534e-01 9.341651e-02 1.467516e-01 1.677193e-01
## [906] 2.983251e-01 1.610539e-01 7.602556e-02 1.074700e-01 1.640496e-01
## [911] 1.054023e-01 2.678978e-01 9.561187e-02 7.849221e-01 9.375638e-02
## [916] 2.607282e-01 4.557306e-01 1.534135e-01 2.409492e-01 8.070943e-02
## [921] -2.333059e-01 1.191340e-01 1.971783e-01 3.032511e-02 1.475886e-01
## [926] 9.497518e-02 7.838452e-02 3.864619e-02 2.141335e-01 2.181293e-01
## [931] 7.456500e-02 2.732435e-01 -1.630520e-01 -2.415965e-01 -1.408942e-01
## [936] 1.359387e-01 2.890077e-01 1.140532e-01 1.308956e-01 2.880647e-01
## [941] 3.441203e-01 -2.277409e-01 2.304780e-01 6.856960e-02 1.847149e-01
## [946] 1.475886e-01 9.863616e-02 2.915089e-02 3.691490e-02 2.823195e-02
## [951] 3.382460e-01 5.747392e-03 7.868187e-01 1.447922e-01 5.981837e-02
## [956] 1.420075e-01 1.068141e-01 1.875474e-01 -1.261832e-01 -1.261832e-01
## [961] 9.516422e-02 1.902826e-01 6.301386e-02 2.104847e-01 1.569085e-01
## [966] -7.526053e-02 2.009205e-01 4.084137e-01 6.856960e-02 6.911781e-02
## [971] 2.922143e-01 2.328520e-01 -2.796872e-03 7.849532e-01 9.866935e-02
## [976] 8.951598e-02 1.435011e-01 3.071883e-01 2.900138e-01 2.357148e-01
## [981] 2.236409e-01 6.856960e-02 -1.298127e-01 2.491879e-01 2.395527e-01
## [986] 5.983629e-02 9.247041e-02 1.167327e-01 2.046400e-01 2.273465e-01
## [991] 1.889637e-01 1.932126e-01 3.933523e-01 -2.905113e-01 3.762799e-01
## [996] 7.860414e-01 5.431838e-02 1.932126e-01 5.735638e-01 2.352477e-01
## [1001] 1.312788e-01 8.652364e-02 -5.121492e-01 -2.618692e-01 -8.783825e-01
## [1006] 6.856960e-02 4.571108e-02 3.357329e-01 2.980365e-01 4.562291e-02
## [1011] -1.090400e+00 4.466046e-02 2.651792e-01 6.853641e-02 3.886456e-01
## [1016] 4.475284e-02 -8.298950e-01 -3.367990e-01 7.455428e-02 2.225018e-01
## [1021] 7.787348e-01 2.191985e-01 2.669859e-01 5.151379e-01 1.494335e-01
## [1026] -1.062219e-01 2.998900e-01 7.543940e-04 2.286541e-01 8.722789e-03
## [1031] -1.626152e-01 7.866944e-01 1.159171e-01 1.164470e-01 -1.591398e-01
## [1036] 3.305289e-01 3.408533e-01 -8.541388e-01 1.733845e-01 6.856960e-02
## [1041] 3.933523e-01 3.801886e-01 -1.802710e-01 9.375638e-02 2.163357e-01
## [1046] 9.125992e-02 4.111436e-01 1.262095e-01 2.456299e-01 7.498622e-02
## [1051] 1.847149e-01 -5.914153e-01 1.855646e-01 -8.887597e-01 2.842925e-01
## [1056] -1.552370e-01 -4.805761e-01 2.389249e-01 -2.020774e-01 7.131784e-01
## [1061] 4.181095e-01 7.123844e-01 -3.257335e-02 3.231675e-01 1.770669e-01
## [1066] 7.866633e-01 9.516422e-02 7.874095e-01 4.273983e-02 6.358521e-01
## [1071] 2.372563e-01 7.832742e-01 4.187684e-01 9.863616e-02 1.492486e-01
## [1076] 5.123873e-02 7.431338e-01 5.490283e-02 1.238403e-01 -8.104742e-02
## [1081] -3.050358e+00 6.410996e-01 1.833031e-01 7.874406e-01 3.135306e-01
## [1086] 4.145324e-01 7.853574e-01 7.543940e-04 -3.383407e-01 5.786791e-01
## [1091] 1.115187e-01 -8.788980e-01 4.121290e-01 1.417637e-01 1.167327e-01
## [1096] 9.375638e-02 7.087835e-02 -2.410126e-01 1.832650e-01 5.722388e-02
## [1101] -1.663882e-01 7.113397e-01 7.878758e-01 -5.146365e-01 2.295487e-01
## [1106] 2.803917e-01 -3.506295e-01 -3.766042e-01 2.286678e-01 1.888085e-01
## [1111] 4.006880e-01 2.524186e-01 7.897827e-02 1.501767e-01 3.420157e-01
## [1116] 1.413914e-01 2.302890e-02 1.983399e-01 1.485393e-01 -5.502437e-02
## [1121] 1.596478e-01 1.680481e-01 -2.585577e-01 -8.104742e-02 2.102644e-01
## [1126] 1.410080e-01 4.925676e-01 1.011154e-01 2.359809e-01 8.653900e-02
## [1131] 2.339531e-01 6.906544e-02 6.688111e-02 7.839244e-02 7.838028e-01
## [1136] -1.109708e-01 3.012795e-01 3.164038e-01 1.042139e-01 9.154588e-02
## [1141] 7.811911e-01 9.139725e-03 2.161155e-01 5.936769e-02 -9.684557e-03
## [1146] 2.704800e-01 -1.208561e+00 -3.024406e-01 1.733845e-01 -8.514866e-02
## [1151] 3.745255e-01 1.188409e-01 3.467244e-04 8.652364e-02 1.514929e-01
## [1156] 7.672618e-01 3.418585e-01 1.790875e-01 4.147206e-01 1.748975e-01
## [1161] 1.675075e-01 4.402053e-02 -4.705598e-02 2.321913e-01 6.001749e-03
## [1166] 7.725164e-01 2.215475e-01 4.157561e-01 1.134713e-01 2.169021e-01
## [1171] -1.390183e+00 7.595398e-02 9.849300e-02 -1.800556e-01 1.146338e-01
## [1176] 4.762322e-02 1.495092e-01 1.134547e-01 -1.172563e-01 1.904596e-01
## [1181] 8.840674e-02 1.921401e-01 1.410080e-01 2.643130e-01 1.054093e-01
## [1186] 5.660024e-02 3.344764e-01 2.739750e-01 6.377262e-01 1.943457e-01
## [1191] -1.530325e-01 -7.214001e-03 1.141899e-01 1.140532e-01 4.016176e-02
## [1196] 2.252572e-02 1.616170e-01 1.514929e-01 2.324115e-01 4.197097e-01
## [1201] -2.718530e-02 1.960452e-01 1.932126e-01 3.108413e-01 2.149512e-01
## [1206] 2.716398e-01 2.117749e-01 2.350541e-01 2.954208e-01 2.074033e-01
## [1211] 7.879380e-01 9.375638e-02 1.312788e-01 6.759884e-02 5.747392e-03
## [1216] 3.274586e-01 3.035111e-01 1.535775e-01 -3.973390e-01 1.930582e-01
## [1221] 3.565385e-02 1.881434e-01 1.322657e-01 9.569746e-02 1.368004e-01
## [1226] 1.224317e-01 4.856476e-02 1.196643e-01 2.185378e-01 2.589673e-01
## [1231] 2.310902e-01 1.056832e-01 5.643719e-02 2.909077e-01 2.371347e-01
## [1236] 4.722322e-02 1.002884e-01 3.769843e-02 1.074700e-01 1.774821e-01
## [1241] 3.245191e-01 9.151629e-02 1.663703e-01 1.847149e-01 2.227676e-01
## [1246] 1.450586e-01 3.231675e-01 5.337327e-01 1.141167e-01 2.295487e-01
## [1251] 1.974615e-01 -1.222359e-02 1.919502e-01 2.646904e-01 3.049568e-01
## [1256] 6.587741e-02 6.856960e-02 8.652364e-02 2.273465e-01 1.008729e-01
## [1261] 1.597049e-01 2.639641e-01 2.498079e-01 7.878758e-01 -1.591398e-01
## [1266] 3.864619e-02 2.590036e-01 7.455428e-02 2.904914e-01 2.830610e-01
## [1271] 1.510836e-01 6.104726e-02 7.208725e-02 3.308809e-01 2.217237e-01
## [1276] 2.823433e-01 3.753067e-01 3.374921e-01 2.997708e-01 3.045483e-01
## [1281] 3.432722e-01 5.490283e-02 1.158486e-01 1.658442e-01 1.218333e-01
## [1286] 1.411226e-01 2.992184e-01 3.330909e-01 4.139707e-01 -9.854551e-02
## [1291] 1.733845e-01 1.312788e-01 9.250832e-02 7.365424e-02 6.301386e-02
## [1296] 2.810859e-01 1.733845e-01 1.798995e-01 1.128562e-01 1.477207e-01
## [1301] 2.858590e-01 1.974615e-01 1.224317e-01 2.295487e-01 1.183843e-01
## [1306] 2.227090e-01 3.933523e-01 3.059792e-01 4.130669e-02 1.231963e-01
## [1311] 3.438690e-01 1.349740e-01 9.561187e-02 2.343935e-01 2.079327e-01
## [1316] -4.195557e-01 4.342880e-01 1.771602e-01 2.163357e-01 1.762171e-01
## [1321] 1.559855e-01 2.634011e-01 2.253646e-01 1.906633e-01 1.838996e-01
## [1326] 1.534135e-01 8.642230e-02 1.003477e-01 9.298633e-02 1.021120e-01
## [1331] 1.733845e-01 1.174395e-01 2.271263e-01 1.875474e-01 1.295575e-01
## [1336] 9.100385e-02 1.050216e-01 1.960452e-01 1.968950e-01 2.350541e-01
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## [1368,] 2.611056e-01 -0.356518417 3.662345e-03
## [1369,] 1.002884e-01 0.598109377 3.854464e-03
## [1370,] 1.932126e-01 0.122713837 4.622275e-03
## [1371,] 1.932126e-01 0.122713837 4.622275e-03
## [1372,] 3.980590e-01 -1.314806609 -6.966772e-04
## [1373,] 9.849300e-02 0.597834238 3.783535e-03
## [1374,] 1.002884e-01 0.598109377 3.854464e-03
## [1375,] 6.026700e-01 -2.507533270 6.912704e-03
## [1376,] 1.951954e-01 0.123017818 4.818155e-03
## [1377,] 7.876582e-01 -3.703271975 9.021481e-03
## [1378,] 1.722922e-01 -0.125315554 -2.945423e-03
## [1379,] 2.101686e-01 -0.021578894 4.011432e-03
## [1380,] 2.502812e-01 -0.260249505 4.339288e-03
## [1381,] 6.022011e-01 -2.507605407 6.632216e-03
## [1382,] 2.164617e-01 -0.020613998 4.753739e-03
## [1383,] 7.702278e-02 0.839362082 4.538082e-03
## [1384,] 2.333659e-01 -0.507667931 -5.770409e-03
## [1385,] 5.407764e-01 -2.125311332 5.094097e-03
## [1386,] 2.607282e-01 -0.356576296 3.603776e-03
## [1387,] 1.944010e-02 0.340897648 -4.737329e-03
## [1388,] 1.393303e-01 0.212381820 1.237171e-03
## [1389,] 4.130262e-01 -1.312508498 4.166607e-03
## [1390,] 2.066771e-01 0.026849951 4.482873e-03
## [1391,] 3.457853e-01 -0.833175592 5.850862e-03
## [1392,] 1.746538e-01 0.266760662 4.904477e-03
## [1393,] 2.354946e-01 -0.115624016 5.334738e-03
## [1394,] 7.480188e-01 -3.611443620 -1.531540e-02
## [1395,] 4.187684e-01 -1.311626832 6.032395e-03
## [1396,] 4.168857e-01 -1.311915903 5.420661e-03
## [1397,] 2.005774e-01 0.123842910 5.349827e-03
## [1398,] 1.832650e-01 0.023260383 1.872005e-03
## [1399,] 7.875649e-01 -3.703286363 8.927117e-03
## [1400,] 1.236287e-01 0.601686188 4.776536e-03
## [1401,] 6.045148e-01 -2.507249517 8.003202e-03
## [1402,] 3.457853e-01 -0.833175592 5.850862e-03
## [1403,] 1.221119e-01 0.258706582 6.860623e-04
## [1404,] -6.184133e-02 0.818085587 2.847254e-03
## [1405,] -3.111919e-02 0.822792776 3.221331e-03
## [1406,] 1.231963e-01 0.454728850 3.576150e-03
## [1407,] -1.176088e+01 -0.755362341 1.353533e-01
## [1408,] 1.263959e-01 0.438897964 3.582270e-03
## [1409,] 2.375396e-01 -0.604958117 -8.715106e-03
## [1410,] 1.434959e-02 0.829759416 3.774965e-03
## [1411,] 1.062731e-01 0.599026508 4.090893e-03
## [1412,] 6.899906e-02 0.887096113 4.561799e-03
## [1413,] -1.580339e-01 -0.175968190 -4.622153e-02
## [1414,] 5.412462e-01 -2.125239129 5.310808e-03
## [1415,] 1.559855e-01 0.263899024 3.407956e-03
## [1416,] 8.763326e-02 0.645133749 3.782534e-03
## [1417,] 1.534135e-01 0.361432605 4.417635e-03
## [1418,] 7.818440e-01 -3.704168843 3.139458e-03plot(layoff_pca$x,xlim=xlim,ylim=xlim)
layoff_pca$rotation[,1]## Percentage Company_Size_before_Layoffs
## 0.1514384 -0.6988979
## Company_Size_after_layoffs
## -0.6990051layoff_pca$rotation## PC1 PC2 PC3
## Percentage 0.1514384 -0.9884662 0.001024988
## Company_Size_before_Layoffs -0.6988979 -0.1078082 -0.707049553
## Company_Size_after_layoffs -0.6990051 -0.1063581 0.707163262plot(layoff[,-1])
layoff_pca$x## PC1 PC2 PC3
## [1,] 8.741866e-02 0.351317149 -9.379621e-05
## [2,] 1.733845e-01 0.119674026 2.663482e-03
## [3,] -8.104742e-02 0.570320307 -3.309324e-03
## [4,] 6.856960e-02 0.593248583 2.601392e-03
## [5,] 2.337609e-02 -0.099184898 -2.017528e-02
## [6,] 2.434597e-01 -0.310260213 2.096875e-03
## [7,] 7.378512e-02 0.349227455 -1.021982e-03
## [8,] 1.401405e-02 0.535923894 -4.822935e-04
## [9,] 2.946350e-01 -0.498269315 5.660880e-03
## [10,] 7.619762e-01 -3.707233541 -1.696008e-02
## [11,] 7.833986e-01 -3.703929039 4.712191e-03
## [12,] -8.641905e-02 0.814319836 2.547992e-03
## [13,] 1.903800e-01 0.122279578 4.342448e-03
## [14,] -3.523376e-01 0.185981133 -3.518564e-02
## [15,] 3.132612e-01 -0.642306157 5.058924e-03
## [16,] -2.382298e-02 0.970802188 4.901103e-03
## [17,] -3.247451e-01 0.826769540 1.852886e-03
## [18,] 1.592215e-01 0.117502733 1.264344e-03
## [19,] 2.101696e-01 -0.119507385 2.016904e-03
## [20,] -6.902156e-01 0.917676853 1.105623e-02
## [21,] -1.085719e-01 0.859890011 3.340132e-03
## [22,] -3.503581e-01 0.529049412 -1.394861e-02
## [23,] 6.458137e-02 0.690565034 3.471157e-03
## [24,] -3.279044e-01 0.679388419 -5.144500e-03
## [25,] 1.308956e-01 0.113160145 -1.533931e-03
## [26,] 4.147206e-01 -1.312248334 4.717167e-03
## [27,] 1.677193e-01 0.118805509 2.103827e-03
## [28,] 1.648867e-01 0.118371250 1.824000e-03
## [29,] 1.393950e-01 0.261355887 2.074124e-03
## [30,] 7.725164e-01 -3.705607668 -6.296943e-03
## [31,] 2.746696e-02 0.635913825 1.741474e-03
## [32,] 2.562884e-01 -0.259328231 5.244944e-03
## [33,] 1.877074e-01 -0.122951764 -9.258715e-04
## [34,] 1.074700e-01 0.599209934 4.138178e-03
## [35,] -1.288722e+00 0.728046870 2.380998e-03
## [36,] -8.846585e-02 0.911934689 4.347510e-03
## [37,] 8.575101e-02 0.400025734 6.713603e-04
## [38,] 2.441169e-01 -0.261194890 3.403912e-03
## [39,] 1.960452e-01 0.123148096 4.902103e-03
## [40,] -4.832359e-02 0.820156751 3.011848e-03
## [41,] -6.541468e-03 0.826558528 3.520593e-03
## [42,] 1.456109e-01 0.409200469 4.406425e-03
## [43,] 1.943139e-01 -0.121938712 -6.034941e-05
## [44,] -1.685510e-01 0.361048809 -1.521205e-02
## [45,] 2.304780e-01 -0.361215979 -1.399799e-03
## [46,] 1.068141e-01 0.354290011 1.233299e-03
## [47,] 3.374921e-01 -0.834448221 3.860784e-03
## [48,] 3.227280e-01 -0.689818589 5.525462e-03
## [49,] 1.292811e-01 0.504625170 4.362099e-03
## [50,] -1.426321e-01 0.267090116 -1.813731e-02
## [51,] 1.104624e-01 0.599668500 4.256393e-03
## [52,] 2.482760e-01 -0.358486186 1.543429e-03
## [53,] 2.761504e-01 -0.501104819 2.216981e-03
## [54,] 4.130669e-02 0.735962354 3.322261e-03
## [55,] 8.034177e-02 0.741943673 4.219538e-03
## [56,] 2.052376e-01 -0.218192778 -1.089369e-03
## [57,] 1.044777e-01 0.598751369 4.019964e-03
## [58,] 1.521401e-01 0.116417086 5.647755e-04
## [59,] -1.029309e-01 0.909718533 4.323490e-03
## [60,] 1.903800e-01 0.122279578 4.342448e-03
## [61,] 1.030371e-01 0.647494244 4.303753e-03
## [62,] 6.856960e-02 0.593248583 2.601392e-03
## [63,] 3.440261e-01 -0.833445543 5.428725e-03
## [64,] 2.163357e-01 -0.118561869 2.824724e-03
## [65,] -8.703211e-02 0.569403176 -3.545753e-03
## [66,] 1.534135e-01 0.361432605 4.417635e-03
## [67,] 1.949122e-01 0.122974392 4.790172e-03
## [68,] 1.506491e-01 0.409972673 4.719651e-03
## [69,] 3.027882e-01 -0.594948048 4.414942e-03
## [70,] 1.875474e-01 0.121845320 4.062620e-03
## [71,] 1.014853e-01 0.598292803 3.901750e-03
## [72,] 3.061511e-01 -0.594432126 5.101945e-03
## [73,] 1.875474e-01 0.121845320 4.062620e-03
## [74,] -5.016248e-01 0.652769367 -9.129216e-03
## [75,] 6.053405e-02 0.934762542 4.591592e-03
## [76,] 2.482760e-01 -0.358486186 1.543429e-03
## [77,] 1.819436e-01 0.072022051 2.664276e-03
## [78,] -2.497476e-02 0.823734214 3.296146e-03
## [79,] -1.217130e+00 0.347248186 -5.606479e-02
## [80,] 2.519445e-01 -0.504817974 -2.295923e-03
## [81,] 2.145033e-02 0.634991833 1.537368e-03
## [82,] 3.027882e-01 -0.594948048 4.414942e-03
## [83,] 4.856476e-02 0.345361769 -2.747119e-03
## [84,] 1.494335e-01 0.164966420 1.248588e-03
## [85,] 7.858860e-01 -3.703545352 7.228565e-03
## [86,] -6.197556e-01 0.732603033 -3.945985e-03
## [87,] 3.746589e-02 0.196766516 -7.562811e-03
## [88,] 6.856960e-02 0.593248583 2.601392e-03
## [89,] 9.735229e-02 0.548695669 3.280225e-03
## [90,] 6.994503e-02 0.740350586 3.980091e-03
## [91,] 2.730850e-02 0.880708593 4.274973e-03
## [92,] -2.768964e-01 0.785135264 2.287145e-04
## [93,] -5.112402e-02 0.574905962 -2.127181e-03
## [94,] 1.361867e-01 0.309828157 2.573548e-03
## [95,] 1.647648e-01 0.216280818 3.437600e-03
## [96,] 6.990540e-02 0.691380859 3.621034e-03
## [97,] 5.970115e-01 -2.508403711 3.515392e-03
## [98,] 5.839564e-02 0.591689460 2.199464e-03
## [99,] -7.923405e-02 0.864384933 3.541973e-03
## [100,] 2.678978e-01 -0.355476653 4.780372e-03
## [101,] 1.124243e-01 0.648932746 4.620865e-03
## [102,] 2.393455e-01 -0.359855911 7.224909e-05
## [103,] 2.480618e-01 -0.407483775 1.027615e-04
## [104,] 5.213362e-01 -2.128299753 -4.617546e-03
## [105,] 2.651879e-01 -0.551751416 -1.435023e-03
## [106,] 2.485514e-01 -0.260514791 4.076159e-03
## [107,] 3.797401e-02 0.784415440 3.695866e-03
## [108,] 1.612813e-01 -0.127003975 -4.387960e-03
## [109,] 1.762171e-01 0.120108285 2.943310e-03
## [110,] 9.250832e-02 0.596917107 3.547107e-03
## [111,] 1.471793e-01 0.360477040 3.993346e-03
## [112,] 2.155800e-01 -0.069713415 3.736738e-03
## [113,] 4.818249e-02 0.785979620 3.874141e-03
## [114,] 2.850101e-01 -0.450781060 5.228401e-03
## [115,] 2.218411e-01 -0.117717659 3.545992e-03
## [116,] 2.609925e-02 0.978450364 4.723883e-03
## [117,] 1.762009e-02 0.781296738 3.338450e-03
## [118,] 8.034177e-02 0.741943673 4.219538e-03
## [119,] 7.865078e-01 -3.703449430 7.857658e-03
## [120,] 1.277310e-01 0.455423860 3.832542e-03
## [121,] -4.944328e-03 0.484054030 -2.461954e-03
## [122,] 2.446912e-01 -0.359036007 9.551307e-04
## [123,] 1.262095e-01 0.357262872 2.560395e-03
## [124,] 7.879380e-01 -3.703228810 9.304573e-03
## [125,] -2.232864e-01 0.303693420 -2.132212e-02
## [126,] 1.130484e-01 0.355245576 1.657588e-03
## [127,] 1.164470e-01 0.600585631 4.492821e-03
## [128,] 1.140532e-01 0.600218779 4.398250e-03
## [129,] 1.167327e-01 0.110988852 -2.933069e-03
## [130,] 9.475488e-02 0.352441622 4.109688e-04
## [131,] 1.514929e-01 0.361138216 4.284665e-03
## [132,] 2.700361e-01 -0.355148691 5.133525e-03
## [133,] 7.455428e-02 0.594165714 2.837821e-03
## [134,] 1.912298e-01 0.122409856 4.426396e-03
## [135,] -2.419296e-02 0.579033052 -1.063252e-03
## [136,] -2.387787e-02 0.725974174 1.828535e-03
## [137,] 5.490283e-02 0.835972906 4.268747e-03
## [138,] -1.196876e+00 0.840246048 1.548089e-02
## [139,] 3.435235e-01 -0.833522672 5.308114e-03
## [140,] -4.054173e-01 0.471645082 -1.941657e-02
## [141,] 1.881140e-01 0.121932171 4.118586e-03
## [142,] 6.334780e-01 -2.747633671 3.128263e-03
## [143,] 1.300299e-01 0.455776194 3.960304e-03
## [144,] 2.810859e-01 -0.500347721 3.137394e-03
## [145,] 7.133036e-01 -3.225032023 7.711052e-03
## [146,] 7.600796e-01 -3.707526103 -1.887881e-02
## [147,] -6.486919e-03 0.728638976 2.226746e-03
## [148,] 2.074941e-01 -0.070953255 2.732170e-03
## [149,] 9.193498e-02 0.547865455 3.035984e-03
## [150,] 9.710870e-03 0.339406388 -5.400443e-03
## [151,] 1.289118e-01 0.259748934 1.230094e-03
## [152,] 9.375638e-02 0.499180720 2.555656e-03
## [153,] -3.908758e-02 0.870535877 3.818176e-03
## [154,] 3.382460e-01 -0.834332527 4.041700e-03
## [155,] 2.926677e-01 -0.596500678 2.386258e-03
## [156,] 7.096943e-02 0.642580170 3.214898e-03
## [157,] 9.250832e-02 0.596917107 3.547107e-03
## [158,] 6.657743e-02 0.495015327 1.176312e-03
## [159,] 1.107184e-01 0.354888446 1.498371e-03
## [160,] 7.693880e-02 0.496603292 1.703191e-03
## [161,] -1.883033e-02 0.824675652 3.370962e-03
## [162,] 2.409379e-01 -0.212717954 4.062346e-03
## [163,] 8.763326e-02 0.645133749 3.782534e-03
## [164,] -5.164216e-01 0.895334794 6.263282e-03
## [165,] -1.712226e-01 0.899255767 4.211619e-03
## [166,] 7.455428e-02 0.594165714 2.837821e-03
## [167,] -1.281856e-01 0.661026399 -2.004871e-03
## [168,] 1.252304e-01 0.112291628 -2.093586e-03
## [169,] 2.163357e-01 -0.118561869 2.824724e-03
## [170,] 2.678978e-01 -0.355476653 4.780372e-03
## [171,] 9.712401e-02 0.695551701 4.394059e-03
## [172,] 1.677193e-01 0.118805509 2.103827e-03
## [173,] 8.915184e-02 0.400546975 8.795987e-04
## [174,] 5.061556e-02 0.590497190 1.892106e-03
## [175,] 2.616402e-01 -0.356436426 3.750633e-03
## [176,] 5.823169e-02 0.493736271 7.492120e-04
## [177,] 1.361867e-01 0.309828157 2.573548e-03
## [178,] 5.431838e-02 0.737956127 3.621353e-03
## [179,] 1.313780e-01 0.407018996 3.518374e-03
## [180,] 1.044777e-01 0.598751369 4.019964e-03
## [181,] 1.572932e-01 -0.176580359 -6.414322e-03
## [182,] -1.601433e-02 0.923034781 4.465872e-03
## [183,] 2.144410e-01 -0.363675691 -4.048444e-03
## [184,] 2.879533e-01 -0.597223942 1.430919e-03
## [185,] 4.392696e-04 0.533843530 -1.092461e-03
## [186,] 2.067704e-01 -0.022099939 3.611862e-03
## [187,] 3.797401e-02 0.784415440 3.695866e-03
## [188,] 9.370526e-02 0.597100533 3.594393e-03
## [189,] -5.230489e-01 0.845353451 3.635602e-03
## [190,] 1.159171e-01 0.404649300 2.551582e-03
## [191,] 1.762009e-02 0.781296738 3.338450e-03
## [192,] -1.021132e+00 0.720074308 -2.938173e-03
## [193,] 1.788987e-01 -0.124302501 -2.079901e-03
## [194,] 6.761389e-02 0.348281547 -1.447139e-03
## [195,] -4.497857e-01 0.024137111 -5.889858e-02
## [196,] -2.620773e-01 0.297747697 -2.397631e-02
## [197,] 2.922143e-01 -0.498640637 5.215968e-03
## [198,] 1.104624e-01 0.599668500 4.256393e-03
## [199,] 2.565086e-01 -0.259294462 5.273795e-03
## [200,] -3.398859e-01 0.628586519 -8.017289e-03
## [201,] 1.118834e-01 0.355067011 1.577980e-03
## [202,] 8.652364e-02 0.595999976 3.310678e-03
## [203,] 2.858642e-01 -0.499614734 4.028087e-03
## [204,] 1.404534e-01 0.457373751 4.550093e-03
## [205,] 1.277310e-01 0.455423860 3.832542e-03
## [206,] 9.331213e-02 0.694967589 4.287128e-03
## [207,] 2.168936e-01 -0.363299507 -3.635854e-03
## [208,] -2.519073e-02 0.872665050 3.913785e-03
## [209,] -8.637892e-03 0.287629086 -8.185566e-03
## [210,] -3.741882e-02 0.528041689 -2.803012e-03
## [211,] 7.080119e-02 0.544626654 2.083533e-03
## [212,] 9.375638e-02 0.499180720 2.555656e-03
## [213,] 1.542582e-01 0.312598212 3.918871e-03
## [214,] 1.889637e-01 0.122062449 4.202534e-03
## [215,] 1.397540e-01 0.408302784 4.040706e-03
## [216,] 2.622974e-01 -0.307371104 5.057670e-03
## [217,] 2.922143e-01 -0.498640637 5.215968e-03
## [218,] 4.107670e-01 -1.312855383 3.432526e-03
## [219,] 2.625522e-01 -0.356296556 3.897491e-03
## [220,] -6.569392e-01 -0.987047986 -2.347677e-01
## [221,] 1.322657e-01 0.456118870 4.088934e-03
## [222,] 2.001567e-02 -0.197631627 -2.531180e-02
## [223,] 7.163094e-02 0.642681541 3.237673e-03
## [224,] 9.516422e-02 0.352504362 4.372156e-04
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## [1333,] 2.271263e-01 -0.116907216 4.238410e-03
## [1334,] 1.875474e-01 0.121845320 4.062620e-03
## [1335,] 1.295575e-01 0.455703796 3.934925e-03
## [1336,] 9.100385e-02 0.645650259 3.895541e-03
## [1337,] 1.050216e-01 0.647798355 4.372077e-03
## [1338,] 1.960452e-01 0.123148096 4.902103e-03
## [1339,] 1.968950e-01 0.123278373 4.986051e-03
## [1340,] 2.350541e-01 -0.115691553 5.277037e-03
## [1341,] 3.471360e-01 -0.832968316 6.182976e-03
## [1342,] 7.596405e-02 0.202668096 -4.235052e-03
## [1343,] 2.375846e-01 -0.360125993 -2.223341e-04
## [1344,] 3.320073e-01 -0.884255143 6.434844e-04
## [1345,] 2.557599e-01 -0.357338320 2.779463e-03
## [1346,] 3.172916e-01 -0.690652685 4.356885e-03
## [1347,] 5.819039e-02 0.885440089 4.487437e-03
## [1348,] 1.556243e-01 0.410735220 5.033744e-03
## [1349,] 2.304780e-01 -0.361215979 -1.399799e-03
## [1350,] 2.119313e-01 -0.119237238 2.247709e-03
## [1351,] 1.790497e-01 0.120542543 3.223137e-03
## [1352,] 2.625522e-01 -0.356296556 3.897491e-03
## [1353,] 2.659167e-01 -0.355780503 4.456938e-03
## [1354,] 1.003911e-01 0.647088762 4.212653e-03
## [1355,] 6.035458e-01 -2.507398588 7.410771e-03
## [1356,] 4.207452e-01 -1.311323308 6.674715e-03
## [1357,] 2.890680e-01 -0.792913614 -5.634205e-03
## [1358,] 7.875338e-01 -3.703291159 8.895663e-03
## [1359,] 3.980590e-01 -1.314806609 -6.966772e-04
## [1360,] 6.590556e-01 -2.988540336 -5.430345e-03
## [1361,] 2.026805e-01 -0.365479479 -5.990783e-03
## [1362,] 7.802894e-01 -3.704408647 1.566724e-03
## [1363,] 1.080189e-01 0.272867710 -1.265575e-04
## [1364,] 2.097291e-01 -0.119574922 1.959202e-03
## [1365,] 2.523954e-01 -0.357854374 2.220016e-03
## [1366,] 2.163357e-01 -0.118561869 2.824724e-03
## [1367,] 1.733845e-01 0.119674026 2.663482e-03
## [1368,] 2.611056e-01 -0.356518417 3.662345e-03
## [1369,] 1.002884e-01 0.598109377 3.854464e-03
## [1370,] 1.932126e-01 0.122713837 4.622275e-03
## [1371,] 1.932126e-01 0.122713837 4.622275e-03
## [1372,] 3.980590e-01 -1.314806609 -6.966772e-04
## [1373,] 9.849300e-02 0.597834238 3.783535e-03
## [1374,] 1.002884e-01 0.598109377 3.854464e-03
## [1375,] 6.026700e-01 -2.507533270 6.912704e-03
## [1376,] 1.951954e-01 0.123017818 4.818155e-03
## [1377,] 7.876582e-01 -3.703271975 9.021481e-03
## [1378,] 1.722922e-01 -0.125315554 -2.945423e-03
## [1379,] 2.101686e-01 -0.021578894 4.011432e-03
## [1380,] 2.502812e-01 -0.260249505 4.339288e-03
## [1381,] 6.022011e-01 -2.507605407 6.632216e-03
## [1382,] 2.164617e-01 -0.020613998 4.753739e-03
## [1383,] 7.702278e-02 0.839362082 4.538082e-03
## [1384,] 2.333659e-01 -0.507667931 -5.770409e-03
## [1385,] 5.407764e-01 -2.125311332 5.094097e-03
## [1386,] 2.607282e-01 -0.356576296 3.603776e-03
## [1387,] 1.944010e-02 0.340897648 -4.737329e-03
## [1388,] 1.393303e-01 0.212381820 1.237171e-03
## [1389,] 4.130262e-01 -1.312508498 4.166607e-03
## [1390,] 2.066771e-01 0.026849951 4.482873e-03
## [1391,] 3.457853e-01 -0.833175592 5.850862e-03
## [1392,] 1.746538e-01 0.266760662 4.904477e-03
## [1393,] 2.354946e-01 -0.115624016 5.334738e-03
## [1394,] 7.480188e-01 -3.611443620 -1.531540e-02
## [1395,] 4.187684e-01 -1.311626832 6.032395e-03
## [1396,] 4.168857e-01 -1.311915903 5.420661e-03
## [1397,] 2.005774e-01 0.123842910 5.349827e-03
## [1398,] 1.832650e-01 0.023260383 1.872005e-03
## [1399,] 7.875649e-01 -3.703286363 8.927117e-03
## [1400,] 1.236287e-01 0.601686188 4.776536e-03
## [1401,] 6.045148e-01 -2.507249517 8.003202e-03
## [1402,] 3.457853e-01 -0.833175592 5.850862e-03
## [1403,] 1.221119e-01 0.258706582 6.860623e-04
## [1404,] -6.184133e-02 0.818085587 2.847254e-03
## [1405,] -3.111919e-02 0.822792776 3.221331e-03
## [1406,] 1.231963e-01 0.454728850 3.576150e-03
## [1407,] -1.176088e+01 -0.755362341 1.353533e-01
## [1408,] 1.263959e-01 0.438897964 3.582270e-03
## [1409,] 2.375396e-01 -0.604958117 -8.715106e-03
## [1410,] 1.434959e-02 0.829759416 3.774965e-03
## [1411,] 1.062731e-01 0.599026508 4.090893e-03
## [1412,] 6.899906e-02 0.887096113 4.561799e-03
## [1413,] -1.580339e-01 -0.175968190 -4.622153e-02
## [1414,] 5.412462e-01 -2.125239129 5.310808e-03
## [1415,] 1.559855e-01 0.263899024 3.407956e-03
## [1416,] 8.763326e-02 0.645133749 3.782534e-03
## [1417,] 1.534135e-01 0.361432605 4.417635e-03
## [1418,] 7.818440e-01 -3.704168843 3.139458e-03plot(layoff_pca)
In addition to the correlation matrix and the summary of principal components (PCs), the scree plot also supports the decision to retain two principal components (PCs) in the analysis.
#get the original value of the data based on PCA
center <- layoff_pca$center
scale <- layoff_pca$scale
new_layoff <- as.matrix(layoff[,7:10][,-1])
new_layoff## Percentage Company_Size_before_Layoffs Company_Size_after_layoffs
## [1,] 15.00000000 1333 1133
## [2,] 20.00000000 500 400
## [3,] 10.00000000 3500 3150
## [4,] 10.00000000 1000 900
## [5,] 24.00000000 3750 2850
## [6,] 29.00000000 450 320
## [7,] 15.00000000 1567 1332
## [8,] 11.00000000 2045 1820
## [9,] 33.00000000 45 30
## [10,] 100.00000000 839 0
## [11,] 100.00000000 150 0
## [12,] 5.00000000 2900 2755
## [13,] 20.00000000 200 160
## [14,] 17.00000000 9200 7700
## [15,] 36.00000000 111 71
## [16,] 2.00000000 1500 1470
## [17,] 4.00000000 6625 6360
## [18,] 20.00000000 750 600
## [19,] 25.00000000 512 384
## [20,] 1.00000000 12000 11880
## [21,] 4.00000000 3125 3000
## [22,] 10.00000000 8000 7200
## [23,] 8.00000000 813 748
## [24,] 7.00000000 7143 6643
## [25,] 20.00000000 1250 1000
## [26,] 50.00000000 146 73
## [27,] 20.00000000 600 480
## [28,] 20.00000000 650 520
## [29,] 17.00000000 700 581
## [30,] 100.00000000 500 0
## [31,] 9.00000000 1556 1416
## [32,] 28.00000000 75 54
## [33,] 25.00000000 920 690
## [34,] 10.00000000 350 315
## [35,] 3.00000000 22000 21340
## [36,] 3.00000000 2667 2587
## [37,] 14.00000000 1229 1057
## [38,] 28.00000000 300 216
## [39,] 20.00000000 100 80
## [40,] 5.00000000 2280 2166
## [41,] 5.00000000 1600 1520
## [42,] 14.00000000 207 178
## [43,] 25.00000000 800 600
## [44,] 14.00000000 5571 4791
## [45,] 30.00000000 833 583
## [46,] 15.00000000 1000 850
## [47,] 40.00000000 215 129
## [48,] 37.00000000 70 44
## [49,] 12.00000000 233 205
## [50,] 16.00000000 5438 4568
## [51,] 10.00000000 300 270
## [52,] 30.00000000 500 350
## [53,] 33.00000000 397 266
## [54,] 7.00000000 1071 996
## [55,] 7.00000000 429 399
## [56,] 27.00000000 878 641
## [57,] 10.00000000 400 360
## [58,] 20.00000000 875 700
## [59,] 3.00000000 2900 2813
## [60,] 20.00000000 200 160
## [61,] 9.00000000 300 273
## [62,] 10.00000000 1000 900
## [63,] 40.00000000 85 51
## [64,] 25.00000000 400 300
## [65,] 10.00000000 3600 3240
## [66,] 15.00000000 200 170
## [67,] 20.00000000 120 96
## [68,] 14.00000000 121 104
## [69,] 35.00000000 171 111
## [70,] 20.00000000 250 200
## [71,] 10.00000000 450 405
## [72,] 35.00000000 106 69
## [73,] 20.00000000 250 200
## [74,] 7.00000000 10000 9300
## [75,] 3.00000000 267 259
## [76,] 30.00000000 500 350
## [77,] 21.00000000 481 380
## [78,] 5.00000000 1900 1805
## [79,] 11.00000000 22727 20227
## [80,] 33.00000000 858 575
## [81,] 9.00000000 1656 1507
## [82,] 35.00000000 171 111
## [83,] 15.00000000 2000 1700
## [84,] 19.00000000 789 639
## [85,] 100.00000000 70 0
## [86,] 5.00000000 11580 11001
## [87,] 18.00000000 2611 2141
## [88,] 10.00000000 1000 900
## [89,] 11.00000000 645 574
## [90,] 7.00000000 600 558
## [91,] 4.00000000 925 888
## [92,] 5.00000000 6000 5700
## [93,] 10.00000000 3000 2700
## [94,] 16.00000000 625 525
## [95,] 18.00000000 389 319
## [96,] 8.00000000 725 667
## [97,] 75.00000000 200 50
## [98,] 10.00000000 1170 1053
## [99,] 4.00000000 2650 2544
## [100,] 30.00000000 133 93
## [101,] 9.00000000 144 131
## [102,] 30.00000000 667 467
## [103,] 31.00000000 645 445
## [104,] 67.00000000 597 197
## [105,] 34.00000000 750 495
## [106,] 28.00000000 218 157
## [107,] 6.00000000 1000 940
## [108,] 25.00000000 1400 1050
## [109,] 20.00000000 450 360
## [110,] 10.00000000 600 540
## [111,] 15.00000000 307 261
## [112,] 24.00000000 279 212
## [113,] 6.00000000 833 783
## [114,] 32.00000000 88 60
## [115,] 25.00000000 300 225
## [116,] 2.00000000 700 686
## [117,] 6.00000000 1333 1253
## [118,] 7.00000000 429 399
## [119,] 100.00000000 50 0
## [120,] 13.00000000 385 335
## [121,] 12.00000000 2500 2200
## [122,] 30.00000000 567 397
## [123,] 15.00000000 667 567
## [124,] 100.00000000 4 0
## [125,] 15.00000000 6667 5667
## [126,] 15.00000000 893 759
## [127,] 10.00000000 200 180
## [128,] 10.00000000 240 216
## [129,] 20.00000000 1500 1200
## [130,] 15.00000000 1207 1026
## [131,] 15.00000000 233 198
## [132,] 30.00000000 93 65
## [133,] 10.00000000 900 810
## [134,] 20.00000000 185 148
## [135,] 10.00000000 2550 2295
## [136,] 7.00000000 2143 1993
## [137,] 5.00000000 600 570
## [138,] 0.99616477 20077 19877
## [139,] 40.00000000 95 57
## [140,] 11.00000000 9091 8091
## [141,] 20.00000000 240 192
## [142,] 80.00000000 213 43
## [143,] 13.00000000 346 301
## [144,] 33.00000000 303 203
## [145,] 90.00000000 43 4
## [146,] 100.00000000 900 0
## [147,] 7.00000000 1857 1727
## [148,] 24.00000000 425 323
## [149,] 11.00000000 736 655
## [150,] 15.00000000 2667 2267
## [151,] 17.00000000 882 732
## [152,] 12.00000000 833 733
## [153,] 4.00000000 2000 1920
## [154,] 40.00000000 200 120
## [155,] 35.00000000 366 238
## [156,] 9.00000000 833 758
## [157,] 10.00000000 600 540
## [158,] 12.00000000 1292 1137
## [159,] 15.00000000 933 793
## [160,] 12.00000000 1117 983
## [161,] 5.00000000 1800 1710
## [162,] 27.00000000 222 162
## [163,] 9.00000000 556 506
## [164,] 2.00000000 9400 9200
## [165,] 3.00000000 4000 3880
## [166,] 10.00000000 900 810
## [167,] 8.00000000 4000 3680
## [168,] 20.00000000 1350 1080
## [169,] 25.00000000 400 300
## [170,] 30.00000000 133 93
## [171,] 8.00000000 275 253
## [172,] 20.00000000 600 480
## [173,] 14.00000000 1171 1007
## [174,] 10.00000000 1300 1170
## [175,] 30.00000000 250 175
## [176,] 12.00000000 1433 1261
## [177,] 16.00000000 625 525
## [178,] 7.00000000 857 797
## [179,] 14.00000000 450 387
## [180,] 10.00000000 400 360
## [181,] 26.00000000 1615 1195
## [182,] 3.00000000 1500 1455
## [183,] 30.00000000 1133 793
## [184,] 35.00000000 457 297
## [185,] 11.00000000 2273 2023
## [186,] 23.00000000 304 234
## [187,] 6.00000000 1000 940
## [188,] 10.00000000 580 522
## [189,] 3.00000000 9667 9377
## [190,] 14.00000000 714 614
## [191,] 6.00000000 1333 1253
## [192,] 4.00000000 17900 17184
## [193,] 25.00000000 1080 810
## [194,] 15.00000000 1673 1422
## [195,] 20.00000000 11500 9200
## [196,] 15.00000000 7333 6233
## [197,] 33.00000000 91 61
## [198,] 10.00000000 300 270
## [199,] 28.00000000 71 51
## [200,] 8.00000000 7500 6900
## [201,] 15.00000000 913 776
## [202,] 10.00000000 700 630
## [203,] 33.00000000 212 142
## [204,] 13.00000000 169 147
## [205,] 13.00000000 385 335
## [206,] 8.00000000 338 311
## [207,] 30.00000000 1087 761
## [208,] 4.00000000 1775 1704
## [209,] 16.00000000 3125 2625
## [210,] 11.00000000 2909 2589
## [211,] 11.00000000 1091 971
## [212,] 12.00000000 833 733
## [213,] 16.00000000 313 263
## [214,] 20.00000000 225 180
## [215,] 14.00000000 307 264
## [216,] 29.00000000 100 71
## [217,] 33.00000000 91 61
## [218,] 50.00000000 230 115
## [219,] 30.00000000 233 163
## [220,] 40.00000000 20000 12000
## [221,] 13.00000000 308 268
## [222,] 26.00000000 4123 3051
## [223,] 9.00000000 822 748
## [224,] 15.00000000 1200 1020
## [225,] 30.00000000 260 182
## [226,] 12.00000000 292 257
## [227,] 10.00000000 1120 1008
## [228,] 22.00000000 2545 1985
## [229,] 9.00000000 1000 910
## [230,] 9.00000000 178 162
## [231,] 15.00000000 540 459
## [232,] 3.00000000 2700 2619
## [233,] 25.00000000 68 51
## [234,] 20.00000000 375 300
## [235,] 17.00000000 100 83
## [236,] 40.00000000 250 150
## [237,] 4.00000000 7500 7200
## [238,] 100.00000000 400 0
## [239,] 4.00000000 5025 4824
## [240,] 40.00000000 200 120
## [241,] 25.00000000 180 135
## [242,] 8.00000000 563 518
## [243,] 37.00000000 27 17
## [244,] 25.00000000 600 450
## [245,] 92.00000000 185 15
## [246,] 20.00000000 500 400
## [247,] 30.00000000 1000 700
## [248,] 13.00000000 762 663
## [249,] 18.00000000 478 392
## [250,] 20.00000000 75 60
## [251,] 23.00000000 739 569
## [252,] 11.00000000 436 388
## [253,] 12.00000000 125 110
## [254,] 45.00000000 198 109
## [255,] 6.00000000 3333 3133
## [256,] 75.00000000 133 33
## [257,] 25.00000000 76 57
## [258,] 15.00000000 113 96
## [259,] 6.00000000 13000 12220
## [260,] 28.00000000 82 59
## [261,] 18.00000000 7222 5922
## [262,] 33.00000000 139 93
## [263,] 25.00000000 40 30
## [264,] 15.00000000 14667 12467
## [265,] 15.00000000 933 793
## [266,] 16.00000000 250 210
## [267,] 10.00000000 1300 1170
## [268,] 10.00000000 800 720
## [269,] 4.00000000 375 360
## [270,] 2.29591837 392000 383000
## [271,] 2.00000000 5000 4900
## [272,] 25.00000000 200 150
## [273,] 2.00000000 5700 5586
## [274,] 15.00000000 280 238
## [275,] 21.00000000 190 150
## [276,] 30.00000000 187 131
## [277,] 25.00000000 128 96
## [278,] 30.00000000 83 58
## [279,] 13.58411703 73615 63615
## [280,] 10.00000000 1000 900
## [281,] 20.00000000 375 300
## [282,] 14.00000000 357 307
## [283,] 30.00000000 50 35
## [284,] 15.00000000 5333 4533
## [285,] 2.00000000 5000 4900
## [286,] 15.00000000 280 238
## [287,] 15.00000000 2000 1700
## [288,] 15.00000000 533 453
## [289,] 5.00000000 10000 9500
## [290,] 8.00000000 5938 5463
## [291,] 15.00000000 2267 1927
## [292,] 70.00000000 329 99
## [293,] 3.00000000 5900 5723
## [294,] 11.00000000 273 243
## [295,] 10.00000000 120 108
## [296,] 4.00000000 12500 12000
## [297,] 6.00000000 5917 5562
## [298,] 8.00000000 2613 2404
## [299,] 20.00000000 1000 800
## [300,] 14.00000000 714 614
## [301,] 8.00000000 1000 920
## [302,] 15.00000000 1900 1615
## [303,] 25.00000000 520 390
## [304,] 2.00000000 3750 3675
## [305,] 7.00000000 1000 930
## [306,] 25.00000000 76 57
## [307,] 10.00000000 2000 1800
## [308,] 8.00000000 106250 97750
## [309,] 32.00000000 469 319
## [310,] 70.00000000 500 150
## [311,] 20.00000000 500 400
## [312,] 4.00000000 1000 960
## [313,] 30.00000000 667 467
## [314,] 5.00000000 600 570
## [315,] 28.00000000 29 21
## [316,] 5.00000000 48000 45600
## [317,] 33.00000000 303 203
## [318,] 10.00000000 6800 6120
## [319,] 20.00000000 2000 1600
## [320,] 7.00000000 3286 3056
## [321,] 3.00000000 2833 2748
## [322,] 6.00000000 6167 5797
## [323,] 8.00000000 2763 2542
## [324,] 9.00000000 2333 2123
## [325,] 11.00000000 1818 1618
## [326,] 4.00000000 2500 2400
## [327,] 100.00000000 60 0
## [328,] 17.00000000 8824 7324
## [329,] 25.00000000 564 423
## [330,] 7.00000000 1214 1129
## [331,] 11.00000000 3273 2913
## [332,] 20.00000000 500 400
## [333,] 72.00000000 67 19
## [334,] 20.00000000 8000 6400
## [335,] 33.00000000 1967 1318
## [336,] 9.00000000 3889 3539
## [337,] 35.00000000 614 399
## [338,] 10.00000000 1550 1395
## [339,] 7.00000000 1857 1727
## [340,] 12.00000000 550 484
## [341,] 11.00000000 282 251
## [342,] 8.00000000 6625 6095
## [343,] 19.00000000 2632 2132
## [344,] 5.00000000 2520 2394
## [345,] 7.00000000 1143 1063
## [346,] 8.00000000 388 357
## [347,] 25.00000000 96 72
## [348,] 15.00000000 8667 7367
## [349,] 4.00000000 12500 12000
## [350,] 9.00000000 2356 2144
## [351,] 10.00000000 1000 900
## [352,] 100.00000000 83 0
## [353,] 9.00000000 300 273
## [354,] 7.00000000 4286 3986
## [355,] 25.00000000 200 150
## [356,] 25.00000000 80 60
## [357,] 15.00000000 600 510
## [358,] 20.00000000 445 356
## [359,] 5.00000000 6000 5700
## [360,] 7.00000000 1700 1581
## [361,] 10.00000000 1000 900
## [362,] 4.00000000 8125 7800
## [363,] 4.00000000 3500 3360
## [364,] 10.00000000 900 810
## [365,] 28.00000000 200 144
## [366,] 5.00000000 880 836
## [367,] 3.00000000 800 776
## [368,] 10.00000000 170 153
## [369,] 7.00000000 28571 26571
## [370,] 3.00000000 17500 16975
## [371,] 7.00000000 7143 6643
## [372,] 20.00000000 1825 1460
## [373,] 4.00000000 5000 4800
## [374,] 17.00000000 882 732
## [375,] 14.00000000 429 369
## [376,] 9.00000000 211 192
## [377,] 50.00000000 1600 800
## [378,] 6.00000000 4167 3917
## [379,] 4.00000000 3900 3744
## [380,] 20.00000000 700 560
## [381,] 13.00000000 500 435
## [382,] 6.00000000 1667 1567
## [383,] 10.00000000 290 261
## [384,] 25.00000000 84 63
## [385,] 17.00000000 112 93
## [386,] 3.00000000 100000 97000
## [387,] 8.00000000 2763 2542
## [388,] 100.00000000 25 0
## [389,] 35.00000000 943 613
## [390,] 7.00000000 1857 1727
## [391,] 15.00000000 867 737
## [392,] 7.00000000 1143 1063
## [393,] 17.00000000 7647 6347
## [394,] 15.00000000 1633 1388
## [395,] 10.00000000 500 450
## [396,] 20.00000000 200 160
## [397,] 28.00000000 75 54
## [398,] 6.00000000 10000 9400
## [399,] 3.00000000 5000 4850
## [400,] 10.00000000 400 360
## [401,] 17.00000000 176 146
## [402,] 15.00000000 133 113
## [403,] 6.00000000 200000 188000
## [404,] 10.00000000 17500 15750
## [405,] 6.00000000 6333 5953
## [406,] 8.00000000 2500 2300
## [407,] 7.00000000 1857 1727
## [408,] 10.00000000 310 279
## [409,] 27.00000000 81 59
## [410,] 35.00000000 329 214
## [411,] 5.00000000 2000 1900
## [412,] 9.00000000 689 627
## [413,] 5.00000000 200000 190000
## [414,] 10.00000000 4500 4050
## [415,] 6.00000000 5000 4700
## [416,] 20.00000000 1375 1100
## [417,] 7.00000000 2214 2059
## [418,] 20.00000000 700 560
## [419,] 14.00000000 979 842
## [420,] 12.00000000 908 799
## [421,] 12.00000000 833 733
## [422,] 7.00000000 1429 1329
## [423,] 24.00000000 417 317
## [424,] 7.00000000 1000 930
## [425,] 31.00000000 100 69
## [426,] 3.00000000 667 647
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## [366] 3.769843e-02 2.744397e-02 1.182424e-01 -1.630839e+00 -1.009347e+00
## [371] -3.279044e-01 9.832081e-02 -2.243790e-01 1.289118e-01 1.326061e-01
## [376] 1.083922e-01 3.462854e-01 -1.556089e-01 -1.564388e-01 1.620541e-01
## [381] 1.209604e-01 -2.796872e-03 1.110608e-01 2.337328e-01 1.732686e-01
## [386] -6.131219e+00 -5.336595e-02 7.872851e-01 2.627464e-01 -6.486919e-03
## [391] 1.145596e-01 3.692743e-02 -2.608236e-01 6.994386e-02 9.849300e-02
## [396] 1.903800e-01 2.562884e-01 -5.121492e-01 -2.333059e-01 1.044777e-01
## [401] 1.695853e-01 1.573178e-01 -1.212586e+01 -9.189028e-01 -2.880039e-01
## [406] -3.745690e-02 -6.486919e-03 1.098639e-01 2.486127e-01 2.945849e-01
## [411] -3.111919e-02 7.963210e-02 -1.219709e+01 -1.408942e-01 -2.065252e-01
## [416] 1.238141e-01 -2.819409e-02 1.620541e-01 1.003932e-01 8.931579e-02
## [421] 9.375638e-02 1.953647e-02 2.079346e-01 4.562291e-02 2.770201e-01
## [426] 3.570073e-02 -5.112402e-02 -5.106322e-01 7.816574e-01 1.098997e-01
## [431] 6.258492e-02 5.282767e-01 6.008082e-02 2.660739e-01 2.572065e-01
## [436] 3.657017e-01 6.361455e-02 3.332198e-01 3.265485e-01 2.390847e-01
## [441] 1.242889e-01 1.811569e-01 2.668287e-01 2.042454e-02 -2.400298e-01
## [446] 6.919491e-02 -2.796872e-03 -6.738580e-02 1.946758e-01 8.163580e-02
## [451] 6.856960e-02 1.715925e-01 6.017010e-01 2.418068e-02 1.903800e-01
## [456] 4.583764e-02 4.481003e-01 9.849300e-02 -1.185443e-02 1.238141e-01
## [461] 4.261397e-02 4.027656e-01 1.632199e-01 -5.502437e-02 1.695853e-01
## [466] 2.317509e-01 9.107543e-02 2.922143e-01 1.553342e-01 -2.489133e+01
## [471] -4.659328e+00 1.801827e-01 9.514754e-02 6.719169e-02 8.293283e-02
## [476] -2.744230e+00 1.083011e-01 1.612813e-01 2.160204e-01 3.450314e-01
## [481] 1.422799e-01 2.317509e-01 2.707279e-01 6.884269e-02 -2.110313e-01
## [486] 2.686250e-01 1.847149e-01 2.393455e-01 7.235264e-03 1.044777e-01
## [491] 9.078921e-02 7.156194e-02 6.892186e-02 8.840674e-02 2.288881e-01
## [496] 1.164470e-01 1.314956e-01 2.834436e-01 1.124635e-01 7.378418e-03
## [501] 1.297626e-01 -4.402291e-01 1.240317e-01 2.465151e-01 -2.497476e-02
## [506] 4.140617e-01 1.803625e-02 1.534135e-01 4.583764e-02 -1.086511e-02
## [511] 1.280630e-01 -1.423442e-01 3.864619e-02 9.151629e-02 9.605101e-02
## [516] 4.189919e-02 1.044777e-01 2.696587e-01 1.784580e-01 2.835547e-01
## [521] 5.426349e-02 1.277310e-01 8.956329e-02 9.863616e-02 1.445158e-01
## [526] 8.951598e-02 1.774821e-01 1.468330e-01 6.258492e-02 3.124839e-01
## [531] 1.550139e-01 2.147310e-01 -1.174313e+00 7.897491e-02 2.800556e-01
## [536] 1.912265e-01 -6.486919e-03 1.231963e-01 -3.259089e-02 3.646954e-02
## [541] 4.187684e-01 2.273465e-01 1.988778e-01 3.745255e-01 1.167327e-01
## [546] 7.411608e-03 6.306923e-02 2.917428e-01 1.134547e-01 -9.256348e-02
## [551] 1.818823e-01 1.030371e-01 3.202546e-01 1.960452e-01 -7.214001e-03
## [556] 5.327180e-02 -5.322284e-02 7.275887e-02 -6.996948e-02 -1.020351e+00
## [561] 1.167327e-01 1.719682e-01 -6.729222e-02 2.855499e-01 2.302094e-01
## [566] 1.841828e-01 6.127858e-02 1.150704e-01 -2.061730e+01 -4.946663e+00
## [571] 1.524242e-01 3.231675e-01 5.660024e-02 8.705311e-02 2.053230e-01
## [576] 7.427698e-02 2.013590e-01 -1.464402e-01 7.543940e-04 1.221119e-01
## [581] 7.843314e-01 1.542582e-01 1.098639e-01 -5.226736e-01 1.167327e-01
## [586] 6.709445e-01 1.095534e-01 9.422451e-02 2.013590e-01 8.351471e-02
## [591] 2.572065e-01 6.839325e-02 -4.983218e-01 2.037496e-01 -2.796872e-03
## [596] 2.398999e-01 1.014853e-01 4.049248e-01 -4.832429e+00 -2.400848e-01
## [601] 3.106020e-01 1.796776e-01 1.629039e-01 1.145596e-01 1.068716e-01
## [606] 7.602556e-02 1.553342e-01 4.154737e-01 -6.209777e+00 -8.104742e-02
## [611] -3.383407e-01 4.935052e-02 -4.340805e-02 7.329730e-02 7.818440e-01
## [616] 6.083253e-02 2.013590e-01 -2.606237e-01 -1.667106e-01 1.068141e-01
## [621] -1.755263e-01 1.847149e-01 1.196828e-02 6.610505e-02 4.343394e-02
## [626] 1.822580e-01 6.856960e-02 1.262095e-01 4.168857e-01 -1.518240e-02
## [631] 2.810859e-01 1.647648e-01 1.647648e-01 2.776553e-02 3.032511e-02
## [636] -5.112402e-02 2.469771e-01 1.946289e-01 -2.096312e+01 7.849532e-01
## [641] 3.462317e-01 1.512633e-01 9.710870e-03 -2.768964e-01 1.119750e-01
## [646] -7.452863e-02 3.452438e-01 1.282733e-01 4.199921e-01 8.840674e-02
## [651] 7.491898e-02 7.235264e-03 1.499135e-01 3.305289e-01 5.660024e-02
## [656] 2.901710e-01 2.696587e-01 3.105275e-02 3.855568e-01 1.233049e-01
## [661] -7.743813e-01 2.692813e-01 1.331862e-01 3.346185e-02 1.939968e-01
## [666] 2.026198e-01 1.343880e-01 1.343880e-01 7.860414e-01 -2.980445e+00
## [671] 3.864619e-02 5.980746e-01 -1.708176e-01 6.217133e-02 2.572065e-01
## [676] 1.254952e-01 3.064655e-01 3.836040e-02 7.555078e-01 1.827320e-01
## [681] -1.008514e-01 -8.139566e-02 -1.036450e-01 4.818249e-02 2.273465e-01
## [686] -1.260189e-02 1.488746e-01 1.322657e-01 8.173590e-02 1.903800e-01
## [691] -3.275143e-01 1.233603e-01 1.378594e-01 4.429354e-02 6.227615e-02
## [696] 2.795142e-01 7.849532e-01 -1.424948e-01 1.441205e-01 -1.642293e-01
## [701] 3.669893e-01 1.478912e-01 1.044777e-01 3.127378e-02 1.378594e-01
## [706] 1.917963e-01 -2.971973e-01 2.644702e-01 3.032511e-02 5.965115e-01
## [711] -3.111919e-02 -2.796872e-03 1.525855e-01 2.582384e-01 7.214210e-02
## [716] 7.833986e-01 3.155400e-02 3.646954e-02 2.123564e-02 2.906425e-01
## [721] 2.922143e-01 6.350503e-02 1.262095e-01 4.571108e-02 1.436843e-01
## [726] -1.608613e-01 1.217042e-01 6.856960e-02 8.652364e-02 1.932126e-01
## [731] 1.110608e-01 1.056746e-01 2.580554e-01 8.903725e-02 7.837095e-01
## [736] 1.974615e-01 1.072218e-01 1.626206e-01 7.595398e-02 9.028784e-02
## [741] 4.188625e-01 1.947898e-01 1.159171e-01 9.550066e-02 5.022886e-02
## [746] -9.773614e-01 -4.340805e-02 1.678538e-01 1.054314e-01 1.242931e-01
## [751] 1.130858e-01 1.631428e-01 3.716269e-02 3.454856e-02 3.241106e-01
## [756] -2.047518e-01 2.691717e-01 1.762171e-01 6.839325e-02 8.498722e-02
## [761] 1.002884e-01 1.282733e-01 -2.489693e-02 2.037496e-01 -3.324656e-01
## [766] 2.097291e-01 -4.705598e-02 1.627854e-01 2.664513e-01 -2.907998e-02
## [771] -2.907998e-02 6.719169e-02 4.463087e-02 9.849300e-02 1.692390e-01
## [776] 3.716269e-02 1.119750e-01 3.815035e-02 -3.908758e-02 2.853927e-01
## [781] 1.085583e-01 1.883972e-01 2.267621e-02 5.104925e-02 3.103784e-01
## [786] 2.207400e-01 1.803625e-02 1.864144e-01 1.104624e-01 2.708850e-01
## [791] 9.936071e-02 4.161326e-01 7.857305e-01 2.870223e-01 2.108302e-01
## [796] 5.832793e-02 2.874360e-01 1.847149e-01 -7.566484e-01 -5.190423e-02
## [801] 2.241063e-01 3.811716e-02 -4.700517e-01 6.839325e-02 1.661854e-01
## [806] -1.549243e-03 2.708850e-01 7.874489e-02 1.043601e-01 7.843314e-01
## [811] 1.875474e-01 2.092575e-01 7.333612e-02 2.053248e-01 1.281932e-01
## [816] 9.071292e-02 2.874360e-01 7.825166e-02 1.450586e-01 -1.174272e-01
## [821] 1.517711e-01 1.932126e-01 1.110383e-01 2.051745e-01 4.738722e-02
## [826] 1.104624e-01 4.121790e-01 1.434959e-02 1.949122e-01 1.509170e-01
## [831] 1.440937e-01 2.291083e-01 7.255997e-02 4.856476e-02 2.728039e-01
## [836] 3.332198e-01 2.572065e-01 1.733845e-01 1.647648e-01 1.592134e-01
## [841] -7.692857e-01 1.208723e-01 2.228300e-01 1.395087e-01 7.569704e-01
## [846] 1.950350e-01 -9.256348e-02 1.289118e-01 1.774821e-01 5.424256e-02
## [851] 2.459390e-01 1.774821e-01 1.974615e-01 -4.638980e-02 2.536217e-01
## [856] -2.796872e-03 8.053896e-02 1.771989e-01 9.107543e-02 8.295672e-02
## [861] 2.937861e-01 1.038971e-01 1.035823e-01 1.297534e-01 1.580735e-01
## [866] 2.053248e-01 7.854196e-01 3.999049e-02 8.381761e-02 5.975266e-02
## [871] 7.827768e-01 8.351471e-02 1.932126e-01 1.331862e-01 1.200379e-01
## [876] 7.702278e-02 -2.243790e-01 4.945992e-02 1.703964e-01 1.970480e-01
## [881] 1.903800e-01 2.717970e-01 2.348339e-01 1.522865e-01 2.215475e-01
## [886] 2.302890e-02 3.344764e-01 9.849300e-02 9.107543e-02 4.198980e-01
## [891] -4.944328e-03 -1.662966e-01 -1.934971e-01 2.625522e-01 2.324115e-01
## [896] 1.986009e-01 2.019247e-01 1.405727e-01 1.233603e-01 -5.437223e-01
## [901] 7.427698e-02 1.404534e-01 9.341651e-02 1.467516e-01 1.677193e-01
## [906] 2.983251e-01 1.610539e-01 7.602556e-02 1.074700e-01 1.640496e-01
## [911] 1.054023e-01 2.678978e-01 9.561187e-02 7.849221e-01 9.375638e-02
## [916] 2.607282e-01 4.557306e-01 1.534135e-01 2.409492e-01 8.070943e-02
## [921] -2.333059e-01 1.191340e-01 1.971783e-01 3.032511e-02 1.475886e-01
## [926] 9.497518e-02 7.838452e-02 3.864619e-02 2.141335e-01 2.181293e-01
## [931] 7.456500e-02 2.732435e-01 -1.630520e-01 -2.415965e-01 -1.408942e-01
## [936] 1.359387e-01 2.890077e-01 1.140532e-01 1.308956e-01 2.880647e-01
## [941] 3.441203e-01 -2.277409e-01 2.304780e-01 6.856960e-02 1.847149e-01
## [946] 1.475886e-01 9.863616e-02 2.915089e-02 3.691490e-02 2.823195e-02
## [951] 3.382460e-01 5.747392e-03 7.868187e-01 1.447922e-01 5.981837e-02
## [956] 1.420075e-01 1.068141e-01 1.875474e-01 -1.261832e-01 -1.261832e-01
## [961] 9.516422e-02 1.902826e-01 6.301386e-02 2.104847e-01 1.569085e-01
## [966] -7.526053e-02 2.009205e-01 4.084137e-01 6.856960e-02 6.911781e-02
## [971] 2.922143e-01 2.328520e-01 -2.796872e-03 7.849532e-01 9.866935e-02
## [976] 8.951598e-02 1.435011e-01 3.071883e-01 2.900138e-01 2.357148e-01
## [981] 2.236409e-01 6.856960e-02 -1.298127e-01 2.491879e-01 2.395527e-01
## [986] 5.983629e-02 9.247041e-02 1.167327e-01 2.046400e-01 2.273465e-01
## [991] 1.889637e-01 1.932126e-01 3.933523e-01 -2.905113e-01 3.762799e-01
## [996] 7.860414e-01 5.431838e-02 1.932126e-01 5.735638e-01 2.352477e-01
## [1001] 1.312788e-01 8.652364e-02 -5.121492e-01 -2.618692e-01 -8.783825e-01
## [1006] 6.856960e-02 4.571108e-02 3.357329e-01 2.980365e-01 4.562291e-02
## [1011] -1.090400e+00 4.466046e-02 2.651792e-01 6.853641e-02 3.886456e-01
## [1016] 4.475284e-02 -8.298950e-01 -3.367990e-01 7.455428e-02 2.225018e-01
## [1021] 7.787348e-01 2.191985e-01 2.669859e-01 5.151379e-01 1.494335e-01
## [1026] -1.062219e-01 2.998900e-01 7.543940e-04 2.286541e-01 8.722789e-03
## [1031] -1.626152e-01 7.866944e-01 1.159171e-01 1.164470e-01 -1.591398e-01
## [1036] 3.305289e-01 3.408533e-01 -8.541388e-01 1.733845e-01 6.856960e-02
## [1041] 3.933523e-01 3.801886e-01 -1.802710e-01 9.375638e-02 2.163357e-01
## [1046] 9.125992e-02 4.111436e-01 1.262095e-01 2.456299e-01 7.498622e-02
## [1051] 1.847149e-01 -5.914153e-01 1.855646e-01 -8.887597e-01 2.842925e-01
## [1056] -1.552370e-01 -4.805761e-01 2.389249e-01 -2.020774e-01 7.131784e-01
## [1061] 4.181095e-01 7.123844e-01 -3.257335e-02 3.231675e-01 1.770669e-01
## [1066] 7.866633e-01 9.516422e-02 7.874095e-01 4.273983e-02 6.358521e-01
## [1071] 2.372563e-01 7.832742e-01 4.187684e-01 9.863616e-02 1.492486e-01
## [1076] 5.123873e-02 7.431338e-01 5.490283e-02 1.238403e-01 -8.104742e-02
## [1081] -3.050358e+00 6.410996e-01 1.833031e-01 7.874406e-01 3.135306e-01
## [1086] 4.145324e-01 7.853574e-01 7.543940e-04 -3.383407e-01 5.786791e-01
## [1091] 1.115187e-01 -8.788980e-01 4.121290e-01 1.417637e-01 1.167327e-01
## [1096] 9.375638e-02 7.087835e-02 -2.410126e-01 1.832650e-01 5.722388e-02
## [1101] -1.663882e-01 7.113397e-01 7.878758e-01 -5.146365e-01 2.295487e-01
## [1106] 2.803917e-01 -3.506295e-01 -3.766042e-01 2.286678e-01 1.888085e-01
## [1111] 4.006880e-01 2.524186e-01 7.897827e-02 1.501767e-01 3.420157e-01
## [1116] 1.413914e-01 2.302890e-02 1.983399e-01 1.485393e-01 -5.502437e-02
## [1121] 1.596478e-01 1.680481e-01 -2.585577e-01 -8.104742e-02 2.102644e-01
## [1126] 1.410080e-01 4.925676e-01 1.011154e-01 2.359809e-01 8.653900e-02
## [1131] 2.339531e-01 6.906544e-02 6.688111e-02 7.839244e-02 7.838028e-01
## [1136] -1.109708e-01 3.012795e-01 3.164038e-01 1.042139e-01 9.154588e-02
## [1141] 7.811911e-01 9.139725e-03 2.161155e-01 5.936769e-02 -9.684557e-03
## [1146] 2.704800e-01 -1.208561e+00 -3.024406e-01 1.733845e-01 -8.514866e-02
## [1151] 3.745255e-01 1.188409e-01 3.467244e-04 8.652364e-02 1.514929e-01
## [1156] 7.672618e-01 3.418585e-01 1.790875e-01 4.147206e-01 1.748975e-01
## [1161] 1.675075e-01 4.402053e-02 -4.705598e-02 2.321913e-01 6.001749e-03
## [1166] 7.725164e-01 2.215475e-01 4.157561e-01 1.134713e-01 2.169021e-01
## [1171] -1.390183e+00 7.595398e-02 9.849300e-02 -1.800556e-01 1.146338e-01
## [1176] 4.762322e-02 1.495092e-01 1.134547e-01 -1.172563e-01 1.904596e-01
## [1181] 8.840674e-02 1.921401e-01 1.410080e-01 2.643130e-01 1.054093e-01
## [1186] 5.660024e-02 3.344764e-01 2.739750e-01 6.377262e-01 1.943457e-01
## [1191] -1.530325e-01 -7.214001e-03 1.141899e-01 1.140532e-01 4.016176e-02
## [1196] 2.252572e-02 1.616170e-01 1.514929e-01 2.324115e-01 4.197097e-01
## [1201] -2.718530e-02 1.960452e-01 1.932126e-01 3.108413e-01 2.149512e-01
## [1206] 2.716398e-01 2.117749e-01 2.350541e-01 2.954208e-01 2.074033e-01
## [1211] 7.879380e-01 9.375638e-02 1.312788e-01 6.759884e-02 5.747392e-03
## [1216] 3.274586e-01 3.035111e-01 1.535775e-01 -3.973390e-01 1.930582e-01
## [1221] 3.565385e-02 1.881434e-01 1.322657e-01 9.569746e-02 1.368004e-01
## [1226] 1.224317e-01 4.856476e-02 1.196643e-01 2.185378e-01 2.589673e-01
## [1231] 2.310902e-01 1.056832e-01 5.643719e-02 2.909077e-01 2.371347e-01
## [1236] 4.722322e-02 1.002884e-01 3.769843e-02 1.074700e-01 1.774821e-01
## [1241] 3.245191e-01 9.151629e-02 1.663703e-01 1.847149e-01 2.227676e-01
## [1246] 1.450586e-01 3.231675e-01 5.337327e-01 1.141167e-01 2.295487e-01
## [1251] 1.974615e-01 -1.222359e-02 1.919502e-01 2.646904e-01 3.049568e-01
## [1256] 6.587741e-02 6.856960e-02 8.652364e-02 2.273465e-01 1.008729e-01
## [1261] 1.597049e-01 2.639641e-01 2.498079e-01 7.878758e-01 -1.591398e-01
## [1266] 3.864619e-02 2.590036e-01 7.455428e-02 2.904914e-01 2.830610e-01
## [1271] 1.510836e-01 6.104726e-02 7.208725e-02 3.308809e-01 2.217237e-01
## [1276] 2.823433e-01 3.753067e-01 3.374921e-01 2.997708e-01 3.045483e-01
## [1281] 3.432722e-01 5.490283e-02 1.158486e-01 1.658442e-01 1.218333e-01
## [1286] 1.411226e-01 2.992184e-01 3.330909e-01 4.139707e-01 -9.854551e-02
## [1291] 1.733845e-01 1.312788e-01 9.250832e-02 7.365424e-02 6.301386e-02
## [1296] 2.810859e-01 1.733845e-01 1.798995e-01 1.128562e-01 1.477207e-01
## [1301] 2.858590e-01 1.974615e-01 1.224317e-01 2.295487e-01 1.183843e-01
## [1306] 2.227090e-01 3.933523e-01 3.059792e-01 4.130669e-02 1.231963e-01
## [1311] 3.438690e-01 1.349740e-01 9.561187e-02 2.343935e-01 2.079327e-01
## [1316] -4.195557e-01 4.342880e-01 1.771602e-01 2.163357e-01 1.762171e-01
## [1321] 1.559855e-01 2.634011e-01 2.253646e-01 1.906633e-01 1.838996e-01
## [1326] 1.534135e-01 8.642230e-02 1.003477e-01 9.298633e-02 1.021120e-01
## [1331] 1.733845e-01 1.174395e-01 2.271263e-01 1.875474e-01 1.295575e-01
## [1336] 9.100385e-02 1.050216e-01 1.960452e-01 1.968950e-01 2.350541e-01
## [1341] 3.471360e-01 7.596405e-02 2.375846e-01 3.320073e-01 2.557599e-01
## [1346] 3.172916e-01 5.819039e-02 1.556243e-01 2.304780e-01 2.119313e-01
## [1351] 1.790497e-01 2.625522e-01 2.659167e-01 1.003911e-01 6.035458e-01
## [1356] 4.207452e-01 2.890680e-01 7.875338e-01 3.980590e-01 6.590556e-01
## [1361] 2.026805e-01 7.802894e-01 1.080189e-01 2.097291e-01 2.523954e-01
## [1366] 2.163357e-01 1.733845e-01 2.611056e-01 1.002884e-01 1.932126e-01
## [1371] 1.932126e-01 3.980590e-01 9.849300e-02 1.002884e-01 6.026700e-01
## [1376] 1.951954e-01 7.876582e-01 1.722922e-01 2.101686e-01 2.502812e-01
## [1381] 6.022011e-01 2.164617e-01 7.702278e-02 2.333659e-01 5.407764e-01
## [1386] 2.607282e-01 1.944010e-02 1.393303e-01 4.130262e-01 2.066771e-01
## [1391] 3.457853e-01 1.746538e-01 2.354946e-01 7.480188e-01 4.187684e-01
## [1396] 4.168857e-01 2.005774e-01 1.832650e-01 7.875649e-01 1.236287e-01
## [1401] 6.045148e-01 3.457853e-01 1.221119e-01 -6.184133e-02 -3.111919e-02
## [1406] 1.231963e-01 -1.176088e+01 1.263959e-01 2.375396e-01 1.434959e-02
## [1411] 1.062731e-01 6.899906e-02 -1.580339e-01 5.412462e-01 1.559855e-01
## [1416] 8.763326e-02 1.534135e-01 7.818440e-01predict(layoff_pca)[,1]## [1] 8.741866e-02 1.733845e-01 -8.104742e-02 6.856960e-02 2.337609e-02
## [6] 2.434597e-01 7.378512e-02 1.401405e-02 2.946350e-01 7.619762e-01
## [11] 7.833986e-01 -8.641905e-02 1.903800e-01 -3.523376e-01 3.132612e-01
## [16] -2.382298e-02 -3.247451e-01 1.592215e-01 2.101696e-01 -6.902156e-01
## [21] -1.085719e-01 -3.503581e-01 6.458137e-02 -3.279044e-01 1.308956e-01
## [26] 4.147206e-01 1.677193e-01 1.648867e-01 1.393950e-01 7.725164e-01
## [31] 2.746696e-02 2.562884e-01 1.877074e-01 1.074700e-01 -1.288722e+00
## [36] -8.846585e-02 8.575101e-02 2.441169e-01 1.960452e-01 -4.832359e-02
## [41] -6.541468e-03 1.456109e-01 1.943139e-01 -1.685510e-01 2.304780e-01
## [46] 1.068141e-01 3.374921e-01 3.227280e-01 1.292811e-01 -1.426321e-01
## [51] 1.104624e-01 2.482760e-01 2.761504e-01 4.130669e-02 8.034177e-02
## [56] 2.052376e-01 1.044777e-01 1.521401e-01 -1.029309e-01 1.903800e-01
## [61] 1.030371e-01 6.856960e-02 3.440261e-01 2.163357e-01 -8.703211e-02
## [66] 1.534135e-01 1.949122e-01 1.506491e-01 3.027882e-01 1.875474e-01
## [71] 1.014853e-01 3.061511e-01 1.875474e-01 -5.016248e-01 6.053405e-02
## [76] 2.482760e-01 1.819436e-01 -2.497476e-02 -1.217130e+00 2.519445e-01
## [81] 2.145033e-02 3.027882e-01 4.856476e-02 1.494335e-01 7.858860e-01
## [86] -6.197556e-01 3.746589e-02 6.856960e-02 9.735229e-02 6.994503e-02
## [91] 2.730850e-02 -2.768964e-01 -5.112402e-02 1.361867e-01 1.647648e-01
## [96] 6.990540e-02 5.970115e-01 5.839564e-02 -7.923405e-02 2.678978e-01
## [101] 1.124243e-01 2.393455e-01 2.480618e-01 5.213362e-01 2.651879e-01
## [106] 2.485514e-01 3.797401e-02 1.612813e-01 1.762171e-01 9.250832e-02
## [111] 1.471793e-01 2.155800e-01 4.818249e-02 2.850101e-01 2.218411e-01
## [116] 2.609925e-02 1.762009e-02 8.034177e-02 7.865078e-01 1.277310e-01
## [121] -4.944328e-03 2.446912e-01 1.262095e-01 7.879380e-01 -2.232864e-01
## [126] 1.130484e-01 1.164470e-01 1.140532e-01 1.167327e-01 9.475488e-02
## [131] 1.514929e-01 2.700361e-01 7.455428e-02 1.912298e-01 -2.419296e-02
## [136] -2.387787e-02 5.490283e-02 -1.196876e+00 3.435235e-01 -4.054173e-01
## [141] 1.881140e-01 6.334780e-01 1.300299e-01 2.810859e-01 7.133036e-01
## [146] 7.600796e-01 -6.486919e-03 2.074941e-01 9.193498e-02 9.710870e-03
## [151] 1.289118e-01 9.375638e-02 -3.908758e-02 3.382460e-01 2.926677e-01
## [156] 7.096943e-02 9.250832e-02 6.657743e-02 1.107184e-01 7.693880e-02
## [161] -1.883033e-02 2.409379e-01 8.763326e-02 -5.164216e-01 -1.712226e-01
## [166] 7.455428e-02 -1.281856e-01 1.252304e-01 2.163357e-01 2.678978e-01
## [171] 9.712401e-02 1.677193e-01 8.915184e-02 5.061556e-02 2.616402e-01
## [176] 5.823169e-02 1.361867e-01 5.431838e-02 1.313780e-01 1.044777e-01
## [181] 1.572932e-01 -1.601433e-02 2.144410e-01 2.879533e-01 4.392696e-04
## [186] 2.067704e-01 3.797401e-02 9.370526e-02 -5.230489e-01 1.159171e-01
## [191] 1.762009e-02 -1.021132e+00 1.788987e-01 6.761389e-02 -4.497857e-01
## [196] -2.620773e-01 2.922143e-01 1.104624e-01 2.565086e-01 -3.398859e-01
## [201] 1.118834e-01 8.652364e-02 2.858642e-01 1.404534e-01 1.277310e-01
## [206] 9.331213e-02 2.168936e-01 -2.519073e-02 -8.637892e-03 -3.741882e-02
## [211] 7.080119e-02 9.375638e-02 1.542582e-01 1.889637e-01 1.397540e-01
## [216] 2.622974e-01 2.922143e-01 4.107670e-01 2.625522e-01 -6.569392e-01
## [221] 1.322657e-01 2.001567e-02 7.163094e-02 9.516422e-02 2.611056e-01
## [226] 1.257852e-01 6.138798e-02 7.381973e-02 6.092070e-02 1.103768e-01
## [231] 1.336088e-01 -9.051428e-02 2.346137e-01 1.804660e-01 1.739612e-01
## [236] 3.357329e-01 -3.787885e-01 7.756256e-01 -2.259231e-01 3.382460e-01
## [241] 2.284476e-01 7.970282e-02 3.249276e-01 2.053248e-01 7.231959e-01
## [246] 1.733845e-01 2.215475e-01 1.055298e-01 1.596653e-01 1.974615e-01
## [251] 1.825422e-01 1.097932e-01 1.356742e-01 3.753067e-01 -1.046295e-01
## [256] 5.996378e-01 2.341733e-01 1.584828e-01 -6.955236e-01 2.559110e-01
## [261] -2.267015e-01 2.896995e-01 2.361552e-01 -6.892810e-01 1.107184e-01
## [266] 1.579104e-01 5.061556e-02 8.053896e-02 6.127858e-02 -2.435288e+01
## [271] -2.422327e-01 2.273465e-01 -2.859147e-01 1.487536e-01 1.983399e-01
## [276] 2.650048e-01 2.313105e-01 2.705707e-01 -4.166638e+00 6.856960e-02
## [281] 1.804660e-01 1.368256e-01 2.723316e-01 -1.455786e-01 -2.422327e-01
## [286] 1.487536e-01 4.856476e-02 1.340181e-01 -5.226736e-01 -2.454084e-01
## [291] 3.301060e-02 5.547881e-01 -2.891808e-01 1.194939e-01 1.212348e-01
## [296] -6.876074e-01 -2.625773e-01 -4.429308e-02 1.450586e-01 1.159171e-01
## [301] 5.327180e-02 5.438970e-02 2.097291e-01 -1.642293e-01 4.562291e-02
## [306] 2.341733e-01 8.722789e-03 -6.312859e+00 2.648891e-01 5.478419e-01
## [311] 1.733845e-01 2.267621e-02 2.393455e-01 5.490283e-02 2.587730e-01
## [316] -2.857557e+00 2.810859e-01 -2.785419e-01 8.840674e-02 -9.337865e-02
## [321] -9.877104e-02 -2.778585e-01 -5.336595e-02 -1.928003e-02 2.752579e-02
## [326] -6.996948e-02 7.861969e-01 -3.286339e-01 2.073068e-01 3.261121e-02
## [331] -5.908804e-02 1.733845e-01 5.801490e-01 -2.515043e-01 1.937248e-01
## [336] -1.129001e-01 2.798129e-01 3.565385e-02 -6.486919e-03 1.105109e-01
## [341] 1.189585e-01 -2.869608e-01 4.442991e-02 -6.307022e-02 3.692743e-02
## [346] 9.028784e-02 2.330722e-01 -3.397851e-01 -6.876074e-01 -2.066609e-02
## [351] 6.856960e-02 7.854818e-01 1.030371e-01 -1.541840e-01 2.273465e-01
## [356] 2.339531e-01 1.301138e-01 1.765003e-01 -2.768964e-01 3.059194e-03
## [361] 6.856960e-02 -4.173908e-01 -1.317333e-01 7.455428e-02 2.495264e-01
## [366] 3.769843e-02 2.744397e-02 1.182424e-01 -1.630839e+00 -1.009347e+00
## [371] -3.279044e-01 9.832081e-02 -2.243790e-01 1.289118e-01 1.326061e-01
## [376] 1.083922e-01 3.462854e-01 -1.556089e-01 -1.564388e-01 1.620541e-01
## [381] 1.209604e-01 -2.796872e-03 1.110608e-01 2.337328e-01 1.732686e-01
## [386] -6.131219e+00 -5.336595e-02 7.872851e-01 2.627464e-01 -6.486919e-03
## [391] 1.145596e-01 3.692743e-02 -2.608236e-01 6.994386e-02 9.849300e-02
## [396] 1.903800e-01 2.562884e-01 -5.121492e-01 -2.333059e-01 1.044777e-01
## [401] 1.695853e-01 1.573178e-01 -1.212586e+01 -9.189028e-01 -2.880039e-01
## [406] -3.745690e-02 -6.486919e-03 1.098639e-01 2.486127e-01 2.945849e-01
## [411] -3.111919e-02 7.963210e-02 -1.219709e+01 -1.408942e-01 -2.065252e-01
## [416] 1.238141e-01 -2.819409e-02 1.620541e-01 1.003932e-01 8.931579e-02
## [421] 9.375638e-02 1.953647e-02 2.079346e-01 4.562291e-02 2.770201e-01
## [426] 3.570073e-02 -5.112402e-02 -5.106322e-01 7.816574e-01 1.098997e-01
## [431] 6.258492e-02 5.282767e-01 6.008082e-02 2.660739e-01 2.572065e-01
## [436] 3.657017e-01 6.361455e-02 3.332198e-01 3.265485e-01 2.390847e-01
## [441] 1.242889e-01 1.811569e-01 2.668287e-01 2.042454e-02 -2.400298e-01
## [446] 6.919491e-02 -2.796872e-03 -6.738580e-02 1.946758e-01 8.163580e-02
## [451] 6.856960e-02 1.715925e-01 6.017010e-01 2.418068e-02 1.903800e-01
## [456] 4.583764e-02 4.481003e-01 9.849300e-02 -1.185443e-02 1.238141e-01
## [461] 4.261397e-02 4.027656e-01 1.632199e-01 -5.502437e-02 1.695853e-01
## [466] 2.317509e-01 9.107543e-02 2.922143e-01 1.553342e-01 -2.489133e+01
## [471] -4.659328e+00 1.801827e-01 9.514754e-02 6.719169e-02 8.293283e-02
## [476] -2.744230e+00 1.083011e-01 1.612813e-01 2.160204e-01 3.450314e-01
## [481] 1.422799e-01 2.317509e-01 2.707279e-01 6.884269e-02 -2.110313e-01
## [486] 2.686250e-01 1.847149e-01 2.393455e-01 7.235264e-03 1.044777e-01
## [491] 9.078921e-02 7.156194e-02 6.892186e-02 8.840674e-02 2.288881e-01
## [496] 1.164470e-01 1.314956e-01 2.834436e-01 1.124635e-01 7.378418e-03
## [501] 1.297626e-01 -4.402291e-01 1.240317e-01 2.465151e-01 -2.497476e-02
## [506] 4.140617e-01 1.803625e-02 1.534135e-01 4.583764e-02 -1.086511e-02
## [511] 1.280630e-01 -1.423442e-01 3.864619e-02 9.151629e-02 9.605101e-02
## [516] 4.189919e-02 1.044777e-01 2.696587e-01 1.784580e-01 2.835547e-01
## [521] 5.426349e-02 1.277310e-01 8.956329e-02 9.863616e-02 1.445158e-01
## [526] 8.951598e-02 1.774821e-01 1.468330e-01 6.258492e-02 3.124839e-01
## [531] 1.550139e-01 2.147310e-01 -1.174313e+00 7.897491e-02 2.800556e-01
## [536] 1.912265e-01 -6.486919e-03 1.231963e-01 -3.259089e-02 3.646954e-02
## [541] 4.187684e-01 2.273465e-01 1.988778e-01 3.745255e-01 1.167327e-01
## [546] 7.411608e-03 6.306923e-02 2.917428e-01 1.134547e-01 -9.256348e-02
## [551] 1.818823e-01 1.030371e-01 3.202546e-01 1.960452e-01 -7.214001e-03
## [556] 5.327180e-02 -5.322284e-02 7.275887e-02 -6.996948e-02 -1.020351e+00
## [561] 1.167327e-01 1.719682e-01 -6.729222e-02 2.855499e-01 2.302094e-01
## [566] 1.841828e-01 6.127858e-02 1.150704e-01 -2.061730e+01 -4.946663e+00
## [571] 1.524242e-01 3.231675e-01 5.660024e-02 8.705311e-02 2.053230e-01
## [576] 7.427698e-02 2.013590e-01 -1.464402e-01 7.543940e-04 1.221119e-01
## [581] 7.843314e-01 1.542582e-01 1.098639e-01 -5.226736e-01 1.167327e-01
## [586] 6.709445e-01 1.095534e-01 9.422451e-02 2.013590e-01 8.351471e-02
## [591] 2.572065e-01 6.839325e-02 -4.983218e-01 2.037496e-01 -2.796872e-03
## [596] 2.398999e-01 1.014853e-01 4.049248e-01 -4.832429e+00 -2.400848e-01
## [601] 3.106020e-01 1.796776e-01 1.629039e-01 1.145596e-01 1.068716e-01
## [606] 7.602556e-02 1.553342e-01 4.154737e-01 -6.209777e+00 -8.104742e-02
## [611] -3.383407e-01 4.935052e-02 -4.340805e-02 7.329730e-02 7.818440e-01
## [616] 6.083253e-02 2.013590e-01 -2.606237e-01 -1.667106e-01 1.068141e-01
## [621] -1.755263e-01 1.847149e-01 1.196828e-02 6.610505e-02 4.343394e-02
## [626] 1.822580e-01 6.856960e-02 1.262095e-01 4.168857e-01 -1.518240e-02
## [631] 2.810859e-01 1.647648e-01 1.647648e-01 2.776553e-02 3.032511e-02
## [636] -5.112402e-02 2.469771e-01 1.946289e-01 -2.096312e+01 7.849532e-01
## [641] 3.462317e-01 1.512633e-01 9.710870e-03 -2.768964e-01 1.119750e-01
## [646] -7.452863e-02 3.452438e-01 1.282733e-01 4.199921e-01 8.840674e-02
## [651] 7.491898e-02 7.235264e-03 1.499135e-01 3.305289e-01 5.660024e-02
## [656] 2.901710e-01 2.696587e-01 3.105275e-02 3.855568e-01 1.233049e-01
## [661] -7.743813e-01 2.692813e-01 1.331862e-01 3.346185e-02 1.939968e-01
## [666] 2.026198e-01 1.343880e-01 1.343880e-01 7.860414e-01 -2.980445e+00
## [671] 3.864619e-02 5.980746e-01 -1.708176e-01 6.217133e-02 2.572065e-01
## [676] 1.254952e-01 3.064655e-01 3.836040e-02 7.555078e-01 1.827320e-01
## [681] -1.008514e-01 -8.139566e-02 -1.036450e-01 4.818249e-02 2.273465e-01
## [686] -1.260189e-02 1.488746e-01 1.322657e-01 8.173590e-02 1.903800e-01
## [691] -3.275143e-01 1.233603e-01 1.378594e-01 4.429354e-02 6.227615e-02
## [696] 2.795142e-01 7.849532e-01 -1.424948e-01 1.441205e-01 -1.642293e-01
## [701] 3.669893e-01 1.478912e-01 1.044777e-01 3.127378e-02 1.378594e-01
## [706] 1.917963e-01 -2.971973e-01 2.644702e-01 3.032511e-02 5.965115e-01
## [711] -3.111919e-02 -2.796872e-03 1.525855e-01 2.582384e-01 7.214210e-02
## [716] 7.833986e-01 3.155400e-02 3.646954e-02 2.123564e-02 2.906425e-01
## [721] 2.922143e-01 6.350503e-02 1.262095e-01 4.571108e-02 1.436843e-01
## [726] -1.608613e-01 1.217042e-01 6.856960e-02 8.652364e-02 1.932126e-01
## [731] 1.110608e-01 1.056746e-01 2.580554e-01 8.903725e-02 7.837095e-01
## [736] 1.974615e-01 1.072218e-01 1.626206e-01 7.595398e-02 9.028784e-02
## [741] 4.188625e-01 1.947898e-01 1.159171e-01 9.550066e-02 5.022886e-02
## [746] -9.773614e-01 -4.340805e-02 1.678538e-01 1.054314e-01 1.242931e-01
## [751] 1.130858e-01 1.631428e-01 3.716269e-02 3.454856e-02 3.241106e-01
## [756] -2.047518e-01 2.691717e-01 1.762171e-01 6.839325e-02 8.498722e-02
## [761] 1.002884e-01 1.282733e-01 -2.489693e-02 2.037496e-01 -3.324656e-01
## [766] 2.097291e-01 -4.705598e-02 1.627854e-01 2.664513e-01 -2.907998e-02
## [771] -2.907998e-02 6.719169e-02 4.463087e-02 9.849300e-02 1.692390e-01
## [776] 3.716269e-02 1.119750e-01 3.815035e-02 -3.908758e-02 2.853927e-01
## [781] 1.085583e-01 1.883972e-01 2.267621e-02 5.104925e-02 3.103784e-01
## [786] 2.207400e-01 1.803625e-02 1.864144e-01 1.104624e-01 2.708850e-01
## [791] 9.936071e-02 4.161326e-01 7.857305e-01 2.870223e-01 2.108302e-01
## [796] 5.832793e-02 2.874360e-01 1.847149e-01 -7.566484e-01 -5.190423e-02
## [801] 2.241063e-01 3.811716e-02 -4.700517e-01 6.839325e-02 1.661854e-01
## [806] -1.549243e-03 2.708850e-01 7.874489e-02 1.043601e-01 7.843314e-01
## [811] 1.875474e-01 2.092575e-01 7.333612e-02 2.053248e-01 1.281932e-01
## [816] 9.071292e-02 2.874360e-01 7.825166e-02 1.450586e-01 -1.174272e-01
## [821] 1.517711e-01 1.932126e-01 1.110383e-01 2.051745e-01 4.738722e-02
## [826] 1.104624e-01 4.121790e-01 1.434959e-02 1.949122e-01 1.509170e-01
## [831] 1.440937e-01 2.291083e-01 7.255997e-02 4.856476e-02 2.728039e-01
## [836] 3.332198e-01 2.572065e-01 1.733845e-01 1.647648e-01 1.592134e-01
## [841] -7.692857e-01 1.208723e-01 2.228300e-01 1.395087e-01 7.569704e-01
## [846] 1.950350e-01 -9.256348e-02 1.289118e-01 1.774821e-01 5.424256e-02
## [851] 2.459390e-01 1.774821e-01 1.974615e-01 -4.638980e-02 2.536217e-01
## [856] -2.796872e-03 8.053896e-02 1.771989e-01 9.107543e-02 8.295672e-02
## [861] 2.937861e-01 1.038971e-01 1.035823e-01 1.297534e-01 1.580735e-01
## [866] 2.053248e-01 7.854196e-01 3.999049e-02 8.381761e-02 5.975266e-02
## [871] 7.827768e-01 8.351471e-02 1.932126e-01 1.331862e-01 1.200379e-01
## [876] 7.702278e-02 -2.243790e-01 4.945992e-02 1.703964e-01 1.970480e-01
## [881] 1.903800e-01 2.717970e-01 2.348339e-01 1.522865e-01 2.215475e-01
## [886] 2.302890e-02 3.344764e-01 9.849300e-02 9.107543e-02 4.198980e-01
## [891] -4.944328e-03 -1.662966e-01 -1.934971e-01 2.625522e-01 2.324115e-01
## [896] 1.986009e-01 2.019247e-01 1.405727e-01 1.233603e-01 -5.437223e-01
## [901] 7.427698e-02 1.404534e-01 9.341651e-02 1.467516e-01 1.677193e-01
## [906] 2.983251e-01 1.610539e-01 7.602556e-02 1.074700e-01 1.640496e-01
## [911] 1.054023e-01 2.678978e-01 9.561187e-02 7.849221e-01 9.375638e-02
## [916] 2.607282e-01 4.557306e-01 1.534135e-01 2.409492e-01 8.070943e-02
## [921] -2.333059e-01 1.191340e-01 1.971783e-01 3.032511e-02 1.475886e-01
## [926] 9.497518e-02 7.838452e-02 3.864619e-02 2.141335e-01 2.181293e-01
## [931] 7.456500e-02 2.732435e-01 -1.630520e-01 -2.415965e-01 -1.408942e-01
## [936] 1.359387e-01 2.890077e-01 1.140532e-01 1.308956e-01 2.880647e-01
## [941] 3.441203e-01 -2.277409e-01 2.304780e-01 6.856960e-02 1.847149e-01
## [946] 1.475886e-01 9.863616e-02 2.915089e-02 3.691490e-02 2.823195e-02
## [951] 3.382460e-01 5.747392e-03 7.868187e-01 1.447922e-01 5.981837e-02
## [956] 1.420075e-01 1.068141e-01 1.875474e-01 -1.261832e-01 -1.261832e-01
## [961] 9.516422e-02 1.902826e-01 6.301386e-02 2.104847e-01 1.569085e-01
## [966] -7.526053e-02 2.009205e-01 4.084137e-01 6.856960e-02 6.911781e-02
## [971] 2.922143e-01 2.328520e-01 -2.796872e-03 7.849532e-01 9.866935e-02
## [976] 8.951598e-02 1.435011e-01 3.071883e-01 2.900138e-01 2.357148e-01
## [981] 2.236409e-01 6.856960e-02 -1.298127e-01 2.491879e-01 2.395527e-01
## [986] 5.983629e-02 9.247041e-02 1.167327e-01 2.046400e-01 2.273465e-01
## [991] 1.889637e-01 1.932126e-01 3.933523e-01 -2.905113e-01 3.762799e-01
## [996] 7.860414e-01 5.431838e-02 1.932126e-01 5.735638e-01 2.352477e-01
## [1001] 1.312788e-01 8.652364e-02 -5.121492e-01 -2.618692e-01 -8.783825e-01
## [1006] 6.856960e-02 4.571108e-02 3.357329e-01 2.980365e-01 4.562291e-02
## [1011] -1.090400e+00 4.466046e-02 2.651792e-01 6.853641e-02 3.886456e-01
## [1016] 4.475284e-02 -8.298950e-01 -3.367990e-01 7.455428e-02 2.225018e-01
## [1021] 7.787348e-01 2.191985e-01 2.669859e-01 5.151379e-01 1.494335e-01
## [1026] -1.062219e-01 2.998900e-01 7.543940e-04 2.286541e-01 8.722789e-03
## [1031] -1.626152e-01 7.866944e-01 1.159171e-01 1.164470e-01 -1.591398e-01
## [1036] 3.305289e-01 3.408533e-01 -8.541388e-01 1.733845e-01 6.856960e-02
## [1041] 3.933523e-01 3.801886e-01 -1.802710e-01 9.375638e-02 2.163357e-01
## [1046] 9.125992e-02 4.111436e-01 1.262095e-01 2.456299e-01 7.498622e-02
## [1051] 1.847149e-01 -5.914153e-01 1.855646e-01 -8.887597e-01 2.842925e-01
## [1056] -1.552370e-01 -4.805761e-01 2.389249e-01 -2.020774e-01 7.131784e-01
## [1061] 4.181095e-01 7.123844e-01 -3.257335e-02 3.231675e-01 1.770669e-01
## [1066] 7.866633e-01 9.516422e-02 7.874095e-01 4.273983e-02 6.358521e-01
## [1071] 2.372563e-01 7.832742e-01 4.187684e-01 9.863616e-02 1.492486e-01
## [1076] 5.123873e-02 7.431338e-01 5.490283e-02 1.238403e-01 -8.104742e-02
## [1081] -3.050358e+00 6.410996e-01 1.833031e-01 7.874406e-01 3.135306e-01
## [1086] 4.145324e-01 7.853574e-01 7.543940e-04 -3.383407e-01 5.786791e-01
## [1091] 1.115187e-01 -8.788980e-01 4.121290e-01 1.417637e-01 1.167327e-01
## [1096] 9.375638e-02 7.087835e-02 -2.410126e-01 1.832650e-01 5.722388e-02
## [1101] -1.663882e-01 7.113397e-01 7.878758e-01 -5.146365e-01 2.295487e-01
## [1106] 2.803917e-01 -3.506295e-01 -3.766042e-01 2.286678e-01 1.888085e-01
## [1111] 4.006880e-01 2.524186e-01 7.897827e-02 1.501767e-01 3.420157e-01
## [1116] 1.413914e-01 2.302890e-02 1.983399e-01 1.485393e-01 -5.502437e-02
## [1121] 1.596478e-01 1.680481e-01 -2.585577e-01 -8.104742e-02 2.102644e-01
## [1126] 1.410080e-01 4.925676e-01 1.011154e-01 2.359809e-01 8.653900e-02
## [1131] 2.339531e-01 6.906544e-02 6.688111e-02 7.839244e-02 7.838028e-01
## [1136] -1.109708e-01 3.012795e-01 3.164038e-01 1.042139e-01 9.154588e-02
## [1141] 7.811911e-01 9.139725e-03 2.161155e-01 5.936769e-02 -9.684557e-03
## [1146] 2.704800e-01 -1.208561e+00 -3.024406e-01 1.733845e-01 -8.514866e-02
## [1151] 3.745255e-01 1.188409e-01 3.467244e-04 8.652364e-02 1.514929e-01
## [1156] 7.672618e-01 3.418585e-01 1.790875e-01 4.147206e-01 1.748975e-01
## [1161] 1.675075e-01 4.402053e-02 -4.705598e-02 2.321913e-01 6.001749e-03
## [1166] 7.725164e-01 2.215475e-01 4.157561e-01 1.134713e-01 2.169021e-01
## [1171] -1.390183e+00 7.595398e-02 9.849300e-02 -1.800556e-01 1.146338e-01
## [1176] 4.762322e-02 1.495092e-01 1.134547e-01 -1.172563e-01 1.904596e-01
## [1181] 8.840674e-02 1.921401e-01 1.410080e-01 2.643130e-01 1.054093e-01
## [1186] 5.660024e-02 3.344764e-01 2.739750e-01 6.377262e-01 1.943457e-01
## [1191] -1.530325e-01 -7.214001e-03 1.141899e-01 1.140532e-01 4.016176e-02
## [1196] 2.252572e-02 1.616170e-01 1.514929e-01 2.324115e-01 4.197097e-01
## [1201] -2.718530e-02 1.960452e-01 1.932126e-01 3.108413e-01 2.149512e-01
## [1206] 2.716398e-01 2.117749e-01 2.350541e-01 2.954208e-01 2.074033e-01
## [1211] 7.879380e-01 9.375638e-02 1.312788e-01 6.759884e-02 5.747392e-03
## [1216] 3.274586e-01 3.035111e-01 1.535775e-01 -3.973390e-01 1.930582e-01
## [1221] 3.565385e-02 1.881434e-01 1.322657e-01 9.569746e-02 1.368004e-01
## [1226] 1.224317e-01 4.856476e-02 1.196643e-01 2.185378e-01 2.589673e-01
## [1231] 2.310902e-01 1.056832e-01 5.643719e-02 2.909077e-01 2.371347e-01
## [1236] 4.722322e-02 1.002884e-01 3.769843e-02 1.074700e-01 1.774821e-01
## [1241] 3.245191e-01 9.151629e-02 1.663703e-01 1.847149e-01 2.227676e-01
## [1246] 1.450586e-01 3.231675e-01 5.337327e-01 1.141167e-01 2.295487e-01
## [1251] 1.974615e-01 -1.222359e-02 1.919502e-01 2.646904e-01 3.049568e-01
## [1256] 6.587741e-02 6.856960e-02 8.652364e-02 2.273465e-01 1.008729e-01
## [1261] 1.597049e-01 2.639641e-01 2.498079e-01 7.878758e-01 -1.591398e-01
## [1266] 3.864619e-02 2.590036e-01 7.455428e-02 2.904914e-01 2.830610e-01
## [1271] 1.510836e-01 6.104726e-02 7.208725e-02 3.308809e-01 2.217237e-01
## [1276] 2.823433e-01 3.753067e-01 3.374921e-01 2.997708e-01 3.045483e-01
## [1281] 3.432722e-01 5.490283e-02 1.158486e-01 1.658442e-01 1.218333e-01
## [1286] 1.411226e-01 2.992184e-01 3.330909e-01 4.139707e-01 -9.854551e-02
## [1291] 1.733845e-01 1.312788e-01 9.250832e-02 7.365424e-02 6.301386e-02
## [1296] 2.810859e-01 1.733845e-01 1.798995e-01 1.128562e-01 1.477207e-01
## [1301] 2.858590e-01 1.974615e-01 1.224317e-01 2.295487e-01 1.183843e-01
## [1306] 2.227090e-01 3.933523e-01 3.059792e-01 4.130669e-02 1.231963e-01
## [1311] 3.438690e-01 1.349740e-01 9.561187e-02 2.343935e-01 2.079327e-01
## [1316] -4.195557e-01 4.342880e-01 1.771602e-01 2.163357e-01 1.762171e-01
## [1321] 1.559855e-01 2.634011e-01 2.253646e-01 1.906633e-01 1.838996e-01
## [1326] 1.534135e-01 8.642230e-02 1.003477e-01 9.298633e-02 1.021120e-01
## [1331] 1.733845e-01 1.174395e-01 2.271263e-01 1.875474e-01 1.295575e-01
## [1336] 9.100385e-02 1.050216e-01 1.960452e-01 1.968950e-01 2.350541e-01
## [1341] 3.471360e-01 7.596405e-02 2.375846e-01 3.320073e-01 2.557599e-01
## [1346] 3.172916e-01 5.819039e-02 1.556243e-01 2.304780e-01 2.119313e-01
## [1351] 1.790497e-01 2.625522e-01 2.659167e-01 1.003911e-01 6.035458e-01
## [1356] 4.207452e-01 2.890680e-01 7.875338e-01 3.980590e-01 6.590556e-01
## [1361] 2.026805e-01 7.802894e-01 1.080189e-01 2.097291e-01 2.523954e-01
## [1366] 2.163357e-01 1.733845e-01 2.611056e-01 1.002884e-01 1.932126e-01
## [1371] 1.932126e-01 3.980590e-01 9.849300e-02 1.002884e-01 6.026700e-01
## [1376] 1.951954e-01 7.876582e-01 1.722922e-01 2.101686e-01 2.502812e-01
## [1381] 6.022011e-01 2.164617e-01 7.702278e-02 2.333659e-01 5.407764e-01
## [1386] 2.607282e-01 1.944010e-02 1.393303e-01 4.130262e-01 2.066771e-01
## [1391] 3.457853e-01 1.746538e-01 2.354946e-01 7.480188e-01 4.187684e-01
## [1396] 4.168857e-01 2.005774e-01 1.832650e-01 7.875649e-01 1.236287e-01
## [1401] 6.045148e-01 3.457853e-01 1.221119e-01 -6.184133e-02 -3.111919e-02
## [1406] 1.231963e-01 -1.176088e+01 1.263959e-01 2.375396e-01 1.434959e-02
## [1411] 1.062731e-01 6.899906e-02 -1.580339e-01 5.412462e-01 1.559855e-01
## [1416] 8.763326e-02 1.534135e-01 7.818440e-01layoff$Laid_Off_Yes_No <- as.factor(layoff$Laid_Off_Yes_No)
out <- sapply(1:3, function(i){plot(layoff$Laid_Off_Yes_No,layoff_pca$x[,i],xlab=paste("PC",i,sep=""),ylab="layoff")})
pairs(layoff_pca$x[,1:3], ylim = c(-6,4),xlim = c(-6,4),panel=function(x,y,...){text(x,y,layoff$Laid_Off_Yes_No)})
library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBalibrary(FactoMineR)
library(psych)##
## Attaching package: 'psych'## The following object is masked from 'package:car':
##
## logit## The following objects are masked from 'package:ggplot2':
##
## %+%, alphalibrary(corrplot)## corrplot 0.92 loadedlibrary(devtools)## Loading required package: usethisVISUALIZATIONS:
# Correlation
pairs.panels(layoff[,-1],
gap = 0,
bg = c("red", "blue")[layoff$Laid_Off_Yes_No],
pch=21)
pairs.panels(layoff_pca$x,
gap=0,
bg = c("red", "blue")[layoff$Laid_Off_Yes_No],
pch=21)
fviz_eig(layoff_pca, addlabels = TRUE)
fviz_pca_var(layoff_pca,col.var = "cos2",
gradient.cols = c("#FFCC00", "#CC9933", "#660033", "#330033"),
repel = TRUE)
fviz_pca_ind(layoff_pca, col.ind = "cos2",
gradient.cols = c("#FFCC00", "#CC9933", "#660033", "#330033"),
repel = TRUE)
biplot(layoff_pca)
# Different PCA Method.
res.pca <- PCA(layoff[,7:10][,-1], graph = FALSE)
print(res.pca)## **Results for the Principal Component Analysis (PCA)**
## The analysis was performed on 1418 individuals, described by 3 variables
## *The results are available in the following objects:
##
## name description
## 1 "$eig" "eigenvalues"
## 2 "$var" "results for the variables"
## 3 "$var$coord" "coord. for the variables"
## 4 "$var$cor" "correlations variables - dimensions"
## 5 "$var$cos2" "cos2 for the variables"
## 6 "$var$contrib" "contributions of the variables"
## 7 "$ind" "results for the individuals"
## 8 "$ind$coord" "coord. for the individuals"
## 9 "$ind$cos2" "cos2 for the individuals"
## 10 "$ind$contrib" "contributions of the individuals"
## 11 "$call" "summary statistics"
## 12 "$call$centre" "mean of the variables"
## 13 "$call$ecart.type" "standard error of the variables"
## 14 "$call$row.w" "weights for the individuals"
## 15 "$call$col.w" "weights for the variables"eig.val <- get_eigenvalue(res.pca)
eig.val## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 2.0236093687 67.45364562 67.45365
## Dim.2 0.9759750016 32.53250005 99.98615
## Dim.3 0.0004156297 0.01385432 100.00000fviz_eig(res.pca, addlabels = TRUE, ylim = c(0, 50))
var <- get_pca_var(res.pca)
var## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"# Coordinates
head(var$coord)## Dim.1 Dim.2 Dim.3
## Percentage -0.2154266 0.9765200 2.089643e-05
## Company_Size_before_Layoffs 0.9942077 0.1065052 -1.441462e-02
## Company_Size_after_layoffs 0.9943600 0.1050727 1.441694e-02# Cos2: quality on the factore map
head(var$cos2)## Dim.1 Dim.2 Dim.3
## Percentage 0.04640864 0.95359136 4.366606e-10
## Company_Size_before_Layoffs 0.98844885 0.01134337 2.077812e-04
## Company_Size_after_layoffs 0.98875188 0.01104028 2.078481e-04# Contributions to the principal components
head(var$contrib)## Dim.1 Dim.2 Dim.3
## Percentage 2.29336 97.706535 0.00010506
## Company_Size_before_Layoffs 48.84583 1.162260 49.99190708
## Company_Size_after_layoffs 48.86081 1.131205 50.00798786# Correlation circle
fviz_pca_var(res.pca, col.var = "black")
corrplot(var$cos2, is.corr=FALSE)
fviz_cos2(res.pca, choice = "var", axes = 1:2)
fviz_pca_var(res.pca, col.var = "cos2",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping
)
fviz_pca_var(res.pca, alpha.var = "cos2")
corrplot(var$contrib, is.corr=FALSE)
# Contributions of variables to PC1
fviz_contrib(res.pca, choice = "var", axes = 1, top = 10)
# Contributions of variables to PC2
fviz_contrib(res.pca, choice = "var", axes = 2, top = 10)
fviz_pca_var(res.pca, col.var = "contrib",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07")
)
fviz_pca_var(res.pca, alpha.var = "contrib")
fviz_pca_ind(res.pca,
geom.ind = "point", # show points only (nbut not "text")
col.ind = layoff$Laid_Off_Yes_No, # color by groups
palette = c("#00AFBB", "#E7B800", "#FC4E07"),
addEllipses = TRUE, # Concentration ellipses
legend.title = "Groups"
)
ind <- get_pca_ind(res.pca)
ind## Principal Component Analysis Results for individuals
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the individuals"
## 2 "$cos2" "Cos2 for the individuals"
## 3 "$contrib" "contributions of the individuals"# Coordinates of individuals
head(ind$coord)## Dim.1 Dim.2 Dim.3
## 1 -0.08744950 -0.35144109 -0.0000938293
## 2 -0.17344566 -0.11971625 0.0026644220
## 3 0.08107602 -0.57052151 -0.0033104916
## 4 -0.06859379 -0.59345788 0.0026023100
## 5 -0.02338434 0.09921989 -0.0201823929
## 6 -0.24354556 0.31036967 0.0020976150# Quality of individuals
head(ind$cos2)## Dim.1 Dim.2 Dim.3
## 1 0.05830677 0.9416932 6.712453e-08
## 2 0.67721117 0.3226290 1.598097e-04
## 3 0.01979444 0.9801726 3.300224e-05
## 4 0.01318311 0.9867979 1.897433e-05
## 5 0.05063807 0.9116419 3.772004e-02
## 6 0.38108023 0.6188915 2.826881e-05# Contributions of individuals
head(ind$contrib)## Dim.1 Dim.2 Dim.3
## 1 2.665089e-04 0.0089246287 1.493806e-06
## 2 1.048393e-03 0.0010355981 1.204545e-03
## 3 2.290772e-04 0.0235195565 1.859526e-03
## 4 1.639709e-04 0.0254486574 1.149040e-03
## 5 1.905669e-05 0.0007113487 6.911344e-02
## 6 2.067081e-03 0.0069605511 7.465670e-04fviz_pca_ind(res.pca)
fviz_pca_ind(res.pca, col.ind = "cos2",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping (slow if many points)
)
fviz_pca_ind(res.pca, pointsize = "cos2",
pointshape = 21, fill = "#E7B800",
repel = TRUE # Avoid text overlapping (slow if many points)
)
fviz_pca_ind(res.pca, col.ind = "cos2", pointsize = "cos2",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping (slow if many points)
)
fviz_cos2(res.pca, choice = "ind")
# Total contribution on PC1 and PC2
fviz_contrib(res.pca, choice = "ind", axes = 1:2)
fviz_pca_ind(res.pca,
geom.ind = "point", # show points only (nbut not "text")
col.ind = layoff$Laid_Off_Yes_No, # color by groups
palette = c("#00AFBB", "#E7B800", "#FC4E07"),
addEllipses = TRUE, # Concentration ellipses
legend.title = "Groups"
)
fviz_pca_ind(res.pca, geom.ind = "point", col.ind = layoff$Laid_Off_Yes_No,
palette = c("#00AFBB", "#E7B800", "#FC4E07"),
addEllipses = TRUE, ellipse.type = "confidence",
legend.title = "Groups"
)
fviz_pca_ind(res.pca,
label = "none", # hide individual labels
habillage = layoff$Laid_Off_Yes_No, # color by groups
addEllipses = TRUE, # Concentration ellipses
palette = "jco"
)
fviz_pca_var(res.pca, geom.var = c("point", "text"))
# Show individuals text labels only
fviz_pca_ind(res.pca, geom.ind = "text")
# Change the size of arrows an labels
fviz_pca_var(res.pca, arrowsize = 1, labelsize = 5,
repel = TRUE)
fviz_pca_ind(res.pca,
pointsize = 3, pointshape = 21, fill = "lightblue",
labelsize = 5, repel = TRUE)
fviz_pca_ind(res.pca,
geom.ind = "point", # show points only (but not "text")
group.ind = layoff$Laid_Off_Yes_No, # color by groups
legend.title = "Groups",
mean.point = FALSE)
fviz_pca_ind(res.pca,
geom.ind = "point", # show points only (but not "text")
group.ind = layoff$Laid_Off_Yes_No, # color by groups
legend.title = "Groups",
mean.point = TRUE)
fviz_pca_var(res.pca, axes.linetype = "blank")
ind.p <- fviz_pca_ind(res.pca, geom = "point", col.ind = layoff$Laid_Off_Yes_No)
ggpubr::ggpar(ind.p,
title = "Principal Component Analysis",
subtitle = "layoff data set",
caption = "Source: factoextra",
xlab = "PC1", ylab = "PC2",
legend.title = "Laid Off", legend.position = "top",
ggtheme = theme_gray(), palette = "jco"
)
fviz_pca_biplot(res.pca,
# Individuals
geom.ind = "point",
fill.ind = layoff$Laid_Off_Yes_No, col.ind = "black",
pointshape = 21, pointsize = 2,
palette = "jco",
addEllipses = TRUE,
# Variables
alpha.var ="contrib", col.var = "contrib",
gradient.cols = "RdYlBu",
legend.title = list(fill = "Laid Off", color = "Contrib",
alpha = "Contrib")
)